{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 本章主要内容：特征X的预处理（特征X的标准化，归一化）\n",
    "### 首先给出本章结论：\n",
    "- （1）只有线性回归和树型方法不需要数据预处理，其他模型都需要预处理；\n",
    "- （2）神经网络和支持向量机，必须预处理。\n",
    "- （3）预处理会消除各个特征X之间的数值差异（将各列X的大小控制在一定范围内），从而让模型预测效果更好；\n",
    "- （4）如果构建了一个支持向量机模型，没有预处理，模型能用来预测么？实际上，也是可以的。不作预处理，只会导致预测效果不好而已。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import mglearn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 下图从直观上观察“预处理”的效果，我们假设特征X只有两个，y取两类（用红蓝表示），这样可以作图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x576 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mglearn.plots.plot_scaling()"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9kAAAFPCAYAAABZFA2dAAAgAElEQVR4Ae3d/28c1b3/8Veu+Onz41XtVLZRg5PYQoEoiG/RBZUfQlaRQY3VXoGBUlmuskH6gFFblSAF+7p2IxFdlasbuCoxwrJIaQ1qK1MRy9rAD0HQBlpE6mBVjhPjCsfC9kf3X9iPzsyc2ZnZLzNx7M3M+mmJenfPzOyZx7jvnPecL7OtWCwWxQ8CCCCAAAIIIIAAAggggAACCNywwL/c8BE4AAIIIIAAAggggAACCCCAAAIIOAIk2fwhIIAAAggggAACCCCAAAIIILBBAiTZGwTJYRBAAAEEEEAAAQQQQAABBBAgyeZvAAEEEEAAAQQQQAABBBBAAIENEiDJ3iBIDoMAAggggAACCCCAAAIIIIAASTZ/AwgggAACCCCAAAIIIIAAAghskABJ9gZBchgEEEAAAQQQQAABBBBAAAEESLL5G0AAAQQQQAABBBBAAAEEEEBggwRIsjcIksMggAACCCCAAAIIIIAAAgggQJLN3wACCCCAAAIIIIAAAggggAACGyRAkr1BkBwGAQQQQAABBBBAAAEEEEAAAZJs/gYQQAABBBBAAAEEEEAAAQQQ2CABkuwNguQwCCCAAAIIIIAAAggggAACCNxyIwQLCws3sjv7IoAAAggggAACCCCAAAIIIJApgfb29pr1vaEk2xz5X5u/XfMLKEQAAQQQqK/A/65+Q2yuLznfhgACKREg/qXkQlANBBpYwMSZuB+Gi8cJUY4AAggggAACCCCAAAIIIIBAQgGS7IRQbIYAAggggAACCCCAAAIIIIBAnABJdpwQ5QgggAACCCCAAAIIIIAAAggkFCDJTgjFZggggAACCCCAAAIIIIAAAgjECZBkxwlRjgACCCCAAAIIIIAAAggggEBCAZLshFBshgACCCCAAAIIIIAAAggggECcAEl2nBDlCCCAAAIIIIAAAggggAACCCQUIMlOCMVmCCCAAAIIIIAAAggggAACCMQJkGTHCVGOAAIIIIAAAggggAACCCCAQEIBkuyEUGyGAAIIIIAAAggggAACCCCAQJwASXacEOUIIIAAAggggAACCCCAAAIIJBQgyU4IxWYIIIAAAggggAACCCCAAAIIxAncErfBZpSvFf5DP39rXtrVq/8cyqmp0pesFfTLn4zrSqWySp89fFzjj1y7vn2c4+zW0//1Cx3wKhGq278v6+cvFyp9m3b96L/1Uq5izStuL/98cjr2m17d7m81qzM/PKEPQxZr+nDoeZ25Et3W3cmvo3+MKi/8Y3rfofC5VtmLjxFAYAsI/GP8SZ38oPKJHnjxt7rnb6Y8Scyw8UqSicO9eyoe1Ilby4/5cVomhracVe/vW5x/B+T9u2C+++k7gocIHD/4ccXXlWNmxU3th1Vis+vjHu9b9t8su0/wtxNnWzVt4jgxNijDawRSLmBjixfnZNud8XHEjQ/h+OjH1BpxMBakSjzSl+PqNe1Rv13nHqn6d9p2X+w3SrLna/cJn1eSI7ANAgiUC9Qhybb/py3/cl0Z189/OB4qiCav0fehjc0bPyBJasrppd/kwpvYwOQHkXCx+y5cR/87v3Tr5r83G/vHq3Scap/N6oy5YWCDY7DOdpcKFlJBJ39ok/zyoFfeGLUHC5+PtEdP/+a49MMTOvM/Be2tdmPD7s5vBBDYIgJuXNn7hbnxqdANx3/8rRKBbZRWKpP0wQn1liXubgNOy/PSB+/qw3se8HZe1Ye/L0hXdmtm7S7pz/NOY++eUIId/B7bEAx+Zl9HY579PO53JDb7m8/qb855FPSHwiN6KfcLjUf+aQn920OM9eV4gUBmBL48qzNOT868zvzkSZ3xKx5se7kfhtqBsvHB38FpG/o3LU2ce6TUeRPYKuZltXgk6Y57dUAFfXjlE82s5dyOobWC/uDEqZyOld3cNO2+3+rpmG8MF9NWDHvwDoEbE6hDkm0rWKuBVD15vfLW8+p9yx4jwe+qSXB50DRHcxNVLxhV3TfB99bY5B/jpodDOvDvXq996GaA1zi0CbhzHNuQjTGr8Z3lRXv09Is5ffjyuE4X7rq+Xvjyg/EJAghsZYFQvKoO4feySLr9kV7tWlxWS2TzAy/+wmk8/tJp7IbjdPhGYrgscph1vS2LzbKxd7eefrFXu14el5ZXtaamyiOuQt9KjA1x8AaBVAvM6owzUjHczqrUQx09jbXCu06bTg8/5o2CtMcyceMB/eXl8XV1aFSPR8EaRG8ImLJgbAyfT3DPZK+JY8mc2AqBeIE6JtnBIBBfMbtF+O6h/TT+t9M4kzu8xm+oeUl0sMw5UqRn2U3sd+vpH90W/0VxW9g7jbt6dahiD03pbqMZTtn71rw7FH3otzoQd+zrLbd3Qt86q3/kgkPWr/dAbI8AAltbYFnTQ0/qw1rzeXb16ukdVsnroZF08mXvs7dOuNOBXh5Xy4++0hV/qLV34/Hh45Fh47Uaj+voyY6LzdsrjIyyp1PtNzG2mgyfI5AiAXMzze38CCeotorRRDYYe2Y1baY7mo6Te9ypMX5ybG4Y3mE6b5bV+/K4fj7eWnX6jP0m/3fFeNSkAxXagnbK4Hrbx/53VntBHKsmw+cIXJdAHZPsYJCS/B6O2Lkrq9785Nrn5SfStTerXOr1LJcFri/HA8OHKu8a++nKstOQ3PVvd5X1hPgGkYOU9d5XMfrw5Sfdu6mR/au/3aN7HpY+/OArLa9Jt1/HlPLqx6QEAQSyK+A2Jm397ZBJE0/vcT405eNq8deRCDT61lr0T7tuho1RgRuWZuTOgTtyOtDrHv12M3QxMFqo1EA0CbI7LWZ5xWx7Tf+UtKulOTwdKNRbY2sc/e3ezE3070GN2GyPWi1GO3W/y24V/E2MDWrwGoFUCqx9ob/4NwgrtU3Lp+fZ8/B7sb0PKvZ839Gr8Rel3pdPqFfV16mwx3R+V41H1W8glrUV7Y1Kf2556Bti3gTPmTgWg0UxAokE6phkV+nJrjCHz2kgbbf1b3bu5O31F54pBUQnuC3WWDzNO0SyZHRNM86cQEl/fk2/1LN6KTqu0VbpOn6vLX/lbP2dluoZrW0QVkrynYUuIt/3/8zcRn+oe2B4o7+AW/Wg/K2W3ZLm5TRmq1cp8o28RQCBxhQINqxMTustShk62YJODrmLk7khIxJfbIJt9mnK6eiPPnEWtnTibmBYuT32rodz0gcFlTcQpX+au39yb0weMDHTuQHaWrY4pD2WjZ3yh3mX/n0InUKFN0lis7tbwMi7iVDhcP5HxFifghcIpFPAiSt3eR04ldqmVXqy1wo67fViOyf2t3FnccgDD8uZ0/0Xb0Fce3PuwI969c+3ks3Prh6PSqMdLaaNf6UblbbE/g6Owom2EaPv7T7h38SxsAfvEFiPQP2SbNvYsj0d9n21Wn/p9QDrC5354bjXY2saO3aYs114In5Ijt8QC/SilH2tvwCGdOXKvHTlef1yl0lIVbExWLZ/lQ9sQlyluOLHtRLy8h2atPffdktX5vWXL9Z0wFnxvDwoR/dzGrN3kGVHXXiPAAIVBMzCjP7QR9vL4W1X4UapfwS73yPXdNosrPZirzNf8UowMdeszgy9q39emdcVZ/6zuTGZU9kCaBUWh0x2A9WvTehF8tgcbXBLu0JHqvyGGFvZhU8RSJdA+MZcxZ5pW+GmVn3HtAnt+3t6Nd7r3pw06+6U/bQEk92y0tAHFeORbS+Htiy9qXSjUrY322/erWrZqfBtqtHXUzpo5BVxLALCWwSuQ6B+SfaOVne4tDckptLK4qXHCJTO4Dstd6ll17gX1cobO86WH5zQmXuij30pHSO+IeYuWnHg4Zw+/KDgzIn+QcuqvrW9WU1NfqQqHfA6Xtm7gaFdIoEzWr/oe7tir3uzYE3Li+Zou9Xi9fY33fWAdr01ryvXMdf6+hL5UO15gwACW0bA3Nh8TMs/OaEPA3H29t7fOo1LyxDbs7J2zRlBc+ZldxSOjWnO/ibhHvqFN4XoXZ3eNS+zoFDpMYfetwRuzNrv82+g+j3ZtkbxvyvG5oq7XV9Ptj0EMdZK8BuBNAo0qcWsGXElSU926fGE97x4XIeW33UfQ+udlk2Qb+T/8xXjUWiR3JKh31Ne9rjD0jb+qzV3+o12tehb/ofJX9zIOSX/FrZEoDEFNj/J9v4P7syvk/SPv7lz70qNIwPrDT+sGAQCcwDNpna4XuA51U6D6/cFHbqj8jO3/e+q1pPt1DGnH9xj5iu7F/r2O9wFLZxj//kB73nebj2VJLB5fy9NLWbxtHl3GKTtOa4UOEN1CzTqvOOUflW4K+kP0Szo5Pi9NRfasP8YlI7HKwQQ2LoCVW5chkDc1WalXnchsshNwuCm5T0rNpbl9JKzGJB7E/OlXJM/NN3+23D7Pd4w8iu79fT/rfys7eB33ejrirG54kHLjWr1ZBNjKyLyIQKpFfDbiNEa2lhnbvB5j8gybcO15eCGtuMj+Nn1v64cjyJTcyKHLeuQccojPfNnx6uuCxQ5XOgtcSzEwRsE1iWw6Un22hefOP8Hd+bXfWnmr5h6RoYC2jttgVNw56eUemsDRWUvmyo9w7RsqxofNN2lH7x4l27X2fBGX457dyvnNf1lzrl76QwJevk/1OLPfw7vUvZue4sztPDKn7/QWq7yTQD/2dtOT81dmhl6Xmd+8h9She/wF914+N5QT09T7lk9/efndcYM3ay60Ib9xyDiX1ZpPkAAga0h4CbBsc/JvqO39LzVCjcJbc9y9TmCpRusJhE/03JccuY25vQDZ4qLJBsrNR9+/M2Xf3WnCyUaLm6fa51gBJL9vlqx2fkjsDcKIn8RZvp42Q8xtoyEDxBoZAF/quENtqsqxqPo1D87nzoAGpp6E/jcvAy0uf04G9nEvHV6xkPtRuJYBSY+QuC6BTY5ybaLieXUsuw+nsrU8MCLdl61V187hNwOKZfk3kXLqaWpyp28yPOzo4274B2+4GvzjdH3UpNuN4/X+jLg5/csBxpYd/xC4y3uY8HCK+4G9ou+bMrpBw+bmwufaGYt5z1T0W4UOLfAUMgDQ/8tOYn2kzoTDKCBRTfsoyPskcw5mEc9tIw/qZPOHMlAve1G9h+DSIJui/mNAAIIbJaAGWL+ny3uwmofvnzC+ZpdP3rEvVloe4wePq5jOqGTH4zrdOEumR5vmZV6f+MtUe5Vzib1VXugkpxEzdjsHiA6LL7iYQP/bokYW5GIDxFIs0B5mzBhbZcL+uVb7uhMP5Yl3LVss5h4ZIeIm/38uOe0U0+o9wO5j361NyzNRiamOs8BN23BSJs79OV2faPAAm3EsZAQbxBYr8DmJtneYxJM8DELcrUsP6m/+XOno3fkcjrmDccxw8f/Znq8nWRwj5xHv9gz9BpjCgwXt0XB334QCn4YfO0n0cEPS6//YQKZeWueexjsFLmjV8ceLugPLffqW6YnI1hW2j306vZHerXrg/FA70zl5Lq0kx0i7xr1/tCUuEOAXvov6ZdnWyPPjy3taRuFTkD+yZM64y+CsaYPf2/+MQg6l/bjFQIIIBAvEIhdFTYuHy5uNsrp2H+16A8VH/f1vHrfcg9kYvZL5manbDL+mj78P7fpzOtuI7bC11W4YVo61tPOsSrtVfqsPDaXyiq+sjcD/MJgPCXG+iy8QCBDAlXbi2X/f4+clFnYzEyD+X2LjgYT3MhmSd+WxaPQ91foOLE3IJ32rI2lu/X0wAP6y4gZJh4eOu7Wo0nm8YpnXi44K6Kf8Sq360fPem1d4ljS68V2CMQJbCsWi8W4jaqVLyws6F+bv12teP2fr83qzP+ckP79v9Xy++d1xl/KsdYhKwSgWpvXu8wm9YEe6/pVoXRDo+o/JvWrDN+EAAKbLPC/q9/ExuZgz0i0OmZk0A+Wn3ceT/N0hWkr0e0z/X5DYjMxNtN/A1S+oQSSxL/UnvCGxKP1nh1xbL1y7Lf1BEycaW9vr3ni6Uyya1aZQgQQQACBWgKZbmTWOjHKEEAAgRgB4l8MEMUIIHDDAkmS7H+54W/hAAgggAACCCCAAAIIIIAAAggg4AiQZPOHgAACCCCAAAIIIIAAAggggMAGCZBkbxAkh0EAAQQQQAABBBBAAAEEEECAJJu/AQQQQAABBBBAAAEEEEAAAQQ2SIAke4MgOQwCCCCAAAIIIIAAAggggAACJNn8DSCAAAIIIIAAAggggAACCCCwQQIk2RsEyWEQQAABBBBAAAEEEEAAAQQQIMnmbwABBBBAAAEEEEAAAQQQQACBDRIgyd4gSA6DAAIIIIAAAggggAACCCCAAEk2fwMIIIAAAggggAACCCCAAAIIbJAASfYGQXIYBBBAAAEEEEAAAQQQQAABBG65UYL/Xf3mRg/B/ggggAACGyxAbN5gUA6HAAKZESD+ZeZSUVEEGlbghpPs9vb2hsXhxBBAAIEsCiwsLIjYnMUrR50RQOBGBYh/NyrI/gggECdg4kzcD8PF44QoRwABBBBAAAEEEEAAAQQQQCChAEl2Qig2QwABBBBAAAEEEEAAAQQQQCBOgCQ7TohyBBBAAAEEEEAAAQQQQAABBBIKkGQnhGIzBBBAAAEEEEAAAQQQQAABBOIESLLjhChHAAEEEEAAAQQQQAABBBBAIKEASXZCKDZDAAEEEEAAAQQQQAABBBBAIE6AJDtOiHIEEEAAAQQQQAABBBBAAAEEEgqQZCeEYjMEEEAAAQQQQAABBBBAAAEE4gRIsuOEKEcAAQQQQAABBBBAAAEEEEAgoQBJdkIoNkMAAQQQQAABBBBAAAEEEEAgToAkO06IcgQQQAABBBBAAAEEEEAAAQQSCpBkJ4RiMwQQQAABBBBAAAEEEEAAAQTiBEiy44QoRwABBBBAAAEEEEAAAQQQQCChwC0Jt7uhzVbOHtPRN+a8Y3QqP3pSXc3lh3S2+/opTT6zN1C4oqljRzVqdz80HCkvbers/9FDOn2yS9tLH/MKAQQQQKCSwMVRdQ9NeSVdGp7MKxh9K+3CZwgggEBDCMTEv5nXuzU47Z1pZz7StpzRaPegbPTsPHJaJx8JtDxXp3QsPyrbdO0amlR+X1AtZv9Q3aq3m4NH5DUCCKRLYNN7st0Ee6eGJyc1af4b2qnR/KhmIg7hRLxUOPP6UY3eNuzuO3la+a8GdezsSmkD+2p1Sq/4ibz9kN8IIIAAAhUFnEbcVeVH3dh8+shVDR6bUoXoWnF3PkQAAQQyKxAT/9wE29x49NquTyzpqB8fvQTZdPp45U99fbTUNvUSbB057bdd237XrdGLVst0Hg3qql8+rJ1vHC2Vm/2HSrG5WrvZHo3fCCCQToFNTrJX9PlHc+o8crjUO7LvsPKdU7pgg40JJt3dOvrGTnUdiiCtTunt6U7lv2/7Vrar64kuzX30eaQhuKKpX53XzkOdkQPwFgEEEECgksDMhSnp0FP+qKLt9z6kzrnz+ny10tZ8hgACCDSOQO34N6ML01LXUGBkj2m7alTvmbbrxQuaUpeGA6Mu934/L73xntOBtPLX85rrzOunfs+223ad+p13E/Piexqd69JTfvleHT7SqakLbvfTzB9HNReIzYq2mxvnMnAmCDS0wCYn2dvVdXIyPIRGK1qy42c82oeGzJ3CvPZHqZeXNKedagsOLW9pK2sIrpx9Ree/+1MdvjV6AN4jgAACCFQS2PvMZGjqjdswfEh3B+NtpR35DAEEEMi4QHz861RbS/lJXr3mjfXpbKswLfGqluxNytsqlM8tOR1EK9euSpH9t7fulKYvaMa0kb+SOm8NDD3XdrXdJj8JL68VnyCAQBoFNjnJLj/llbNva6ozr8N2bkpzl7rs6/LNywKRmtu0M7TdjN57Y2fgjmCokDcIIIAAArUEzLBJZzSRlP8Z61nUoqIMAQQaTKBi/Nur/YfmNPqrwPQZp/fZO/d9+9U1N6pXAlMXnd5nr9gZFTQ9WBr+rRWZXuzQTzQJNx1IgQ12tgaTbGn7rcHSwIa8RACB1ArUNcl2511vbENu5vVBKTikJ7XUVAwBBBBIocC+vDdv8Ckt5YPzBlNYV6qEAAIIbKRAlfi395nTzvDwo93dzk3I7gv7NexPadyr/KgZHn7ULevu1oX9w+qy9Wru0smhLk0Neft2vyI9kQ8l0XZTfiOAQOMK1GV1ccPnJ9hVVhavSuwNr/Hv6a0u6aqkNrPDxVENaliTtXrCqx6YAgQQQACBkoDpvZEGL8wov8+ug1Eq5RUCCCDQuALR+OdOd/QTZ9MbfUzaud9rjZpEerJUKrO+kHZqv51u4yTv+RLXxVGNBoeIf2WGju8tDTl3pkeWNneGpe/zW75a+Toyz7K0Ka8QQCClAnXpyTarNJqFzYYnKz+6q6qNM3wmMMfFbGgCUac7b9BZuGJ60L+T6DwmbG5UR7vLVy+v+h0UIIAAAltOwDQYu0ur4W658+eEEUBg6wqsI/6tfq7zc5XnaRtHd02LCvOwPWSnveoNEXfmX3sdSPYaOPO0D+130m4z/3ru6+BzHtx52l37uflpvfiNQBYENj3JNj3Yg9PrfP5qc5eeMvNi/mgf+OXOa+n87t3O3T9n4Qr7eIXJSZ0+0imZZxnyrNcs/O1RRwQQuGkC3pMavNVwnWqYkUGhpznctMrxxQgggMAmCsTHP9M51P16oO35q+CK3+YRXoGpNd4jZM3Tb5y+Z+epOcc0ZRdBi8ZWb7Xwt/053WZtoTnZJNqsVN45/XZgf3c18v2M2tzEvwkOjcDGC2zycHE3cEhzGuwOL/rQeeR0ZNXxyifnzIs5Zua9eOXmuYT+Yw8q78OnCCCAAAIxAvvyOn3kmMycQ/enU/nrnc4T8xUUI4AAAqkUiIl/ZW1P04HjP7LLnZN9LN8tP3oeOa28TYKdOdlL6jZrXHgn3zU06T8uUTJD0Ye11H1U3W+4Gzht4qr7u7GZfuxU/iVRKQSqCmwrFovFqqUxBQsLC2pvb4/ZimIEEEAAgXoKEJvrqc13IYBAmgSIf2m6GtQFgcYUSBJnNn24eGPSclYIIIAAAggggAACCCCAAAIIlAuQZJeb8AkCCCCAAAIIIIAAAggggAAC6xIgyV4XGzshgAACCCCAAAIIIIAAAgggUC5Akl1uwicIIIAAAggggAACCCCAAAIIrEuAJHtdbOyEAAIIIIAAAggggAACCCCAQLkASXa5CZ8ggAACCCCAAAIIIIAAAgggsC4Bkux1sbETAggggAACCCCAAAIIIIAAAuUCJNnlJnyCAAIIIIAAAggggAACCCCAwLoESLLXxcZOCCCAAAIIIIAAAggggAACCJQLkGSXm/AJAggggAACCCCAAAIIIIAAAusSIMleFxs7IYAAAggggAACCCCAAAIIIFAuQJJdbsInCCCAAAIIIIAAAggggAACCKxLgCR7XWzshAACCCCAAAIIIIAAAggggEC5wLZisVgs/zjZJwsLC8k2ZCsEEEAAAQQQQAABBBBAAAEEGkCgvb295lncUrM0QWFLS0uCrdgEAQQQQKBeAsvLyyI210ub70EAgTQJEP/SdDWoCwKNKWDiTNwPw8XjhChHAAEEEEAAAQQQQAABBBBAIKEASXZCKDZDAAEEEEAAAQQQQAABBBBAIE6AJDtOiHIEEEAAAQQQQAABBBBAAAEEEgqQZCeEYjMEEEAAAQQQQAABBBBAAAEE4gRIsuOEKEcAAQQQQAABBBBAAAEEEEAgoQBJdkIoNkMAAQQQQAABBBBAAAEEEEAgToAkO06IcgQQQAABBBBAAAEEEEAAAQQSCpBkJ4RiMwQQQAABBBBAAAEEEEAAAQTiBEiy44QoRwABBBBAAAEEEEAAAQQQQCChAEl2Qig2QwABBBBAAAEEEEAAAQQQQCBOgCQ7TohyBBBAAAEEEEAAAQQQQAABBBIKkGQnhGIzBBBAAAEEEEAAAQQQQAABBOIESLLjhChHAAEEEEAAAQQQQAABBBBAIKHALQm325jNLo2p5902nRrJqTlwxNXpQfWPX/Y/yR2fUN+d9u2qCgP9Gpv33h8c0MSP99hCSbMa6xlRwfuko/eUhg8Fjx7YlJcIIIAAAiUBE5NP2OiZ08BEn4LRtbQhrxBAAIEGE4iJf7Nv9mjknD3naHyMaXuuFTT43JhsyzbcrjXHjNk/VLcO9b06rFyTrQu/EUAgCwL168kOBYwAzaUx9Y9Lfa9OaGJiQhOv9mnxxKAKa+42s2/2a2zHgFs2cUp9iyManF71DmAS8BEt9p7yyge0Y7xfY5cCx+clAggggEC5gBOTF/3Ye6p3USMDBdnoWr4DnyCAAAINIhAT/5wEe7FPp0y7dGJC4fjoJcim08crf/xaf6lt6iXY8tump9T2bk+gbRrTdjX7nyjF5onjOzT23JhmG4Se00BgqwjUIck2wahHPScWlTvYEXFdVeHdgjp6ny3doWvKaXjCu2O3VtA75zrU9z3bt9Ks3GM5Xf7kotsQvPS+xuZzetzvud6jR3s7VPiMUBSB5i0CCCAQEpj9rCAdfNyPvc13P6iO+Y910bvBGdqYNwgggEADCdSOf7P69Jyc9qYdF9l86HHlbHy89KkKymkgMKpyz/f6pPH3nUR49fOPdXl3n57126Zu29W0d52bmDFt19k/jelyIDbrzkfVt7ugT+lAaqC/QE5lKwjUIcmW2py7ecN6tDVCunZRH8936MG7bRiLlH+zpMvaodbgEJlvt/kNwdVri9LuNgWLm1t3SOc+5Y5fhJK3CCCAQFBgz48nQlNv3Ibhg9oXDKjBHXiNAAIINIhA7fi3R30TwWmLktauaTF47pG2p1u0qGv2JuWO1tC0SKd8fkmmuHbbdVWmadsRavg2yzRt6UAKXgBeI5B+gTok2XuU8+/mVQLZoVYVNGh6u53/SkPFna2jgaypVTuCh4kGMpOEB8t5jQACCCBQXcAMm+zpcaft9IfXy6i+EyUIIIBAAwgkjH+h3uU771dufsS9IHYAACAASURBVEyv+VMXJafc43BGBZ0bCQ8Pf9eufeFtFNN23dEa7nxqaqVl2wB/bZzCFhOoQ5IdJ1rQyCnpWW9eizv3JJJoxx2CcgQQQACB9Qnc2efNK3xcS88F5w2u73DshQACCGRGIEH8cxdACw4P36O+V83w8H6vc6hHn943oJw9aTPt8XhOhRO28+g16bE+OoCsD78R2CIC9V1dvCJqTgPB1caduSf9+vjzVeXM8HJveI1/T88bstNmj7V4TavaUxqW4wwxt4X8RgABBBBIJrBH9x+URj6bVd+ddh2MZHuyFQIIIJBtgcrxz0+wo09ecNYP8tNqySxWph263063cZL3vhLJpTGNBUdmxrRdF6+tSnf6LV+tXbPrlJcOySsEEEi3wM3tyXaGfgfmsEStnKHfkXKTRO925w0686+9JNzu6sx1OXg/j6GxIPxGAAEEygTM6rY9pdVwy8r5AAEEEGhUgSTxz91mxFlhPP7Rhu6aFuE1goJ6zkJr3hDx2m1Xd/71ZX9ytzmKO087dx83P4OmvEYg7QI3N8mWWQ1cGjsVeGyMs+qitxhaU06PH7yssT/Z1cK91cgf2Of2XHsrLr7jz4uZ1fvjl0UgSvufHfVDAIGbK+A9qcFbDdepy6UxjYSe5nBza8i3I4AAApsjEB//nMfHqk+ngiMt/cq4T83xHxe7VtBrpu35mLemhenV7glMe4zG1pi2q1mpvOPcO/6jbOWtRn7/nX4FeIEAAhkQ2FYsFovrrefCwoJaWloS7746Paj+Tx4sC1rO5+N2KEyH+l71HuHlHNncTezX2Lz3Nea5hIHHJkje8wq94o7eUxquudBa4uqyIQIIIJBJgeXl5USxuXbszeSpU2kEENjiAjcc/7znXNtWaZAzd9xbdTyyTVnb03kOd2mxM38//2AxbdfQ/tF2sX8QXiCAwE0SMHGmvb295rfXNcmuWRMKEUAAAQQ2RCBpI3NDvoyDIIAAAikSIP6l6GJQFQQaVCBJkn2Th4s3qDynhQACCCCAAAIIIIAAAgggsCUFSLK35GXnpBFAAAEEEEAAAQQQQAABBDZDgCR7M1Q5JgIIIIAAAggggAACCCCAwJYUIMnekpedk0YAAQQQQAABBBBAAAEEENgMAZLszVDlmAgggAACCCCAAAIIIIAAAltSgCR7S152ThoBBBBAAAEEEEAAAQQQQGAzBEiyN0OVYyKAAAIIIIAAAggggAACCGxJAZLsLXnZOWkEEEAAAQQQQAABBBBAAIHNECDJ3gxVjokAAggggAACCCCAAAIIILAlBUiyt+Rl56QRQAABBBBAAAEEEEAAAQQ2Q4AkezNUOSYCCCCAAAIIIIAAAggggMCWFCDJ3pKXnZNGAAEEEEAAAQQQQAABBBDYDAGS7M1Q5ZgIIIAAAggggAACCCCAAAJbUmBbsVgsrvfMFxYW1rsr+yGAAAIIIIAAAggggAACCCCQOYH29vaadb6lZmmCwrgvSHAINkEAAQQQ2EABcwOU2LyBoBwKAQQyI0D8y8yloqIIZFYgSUczw8Uze3mpOAIIIIAAAggggAACCCCAQNoESLLTdkWoDwIIIIAAAggggAACCCCAQGYFSLIze+moOAIIIIAAAggggAACCCCAQNoESLLTdkWoDwIIIIAAAggggAACCCCAQGYFSLIze+moOAIIIIAAAggggAACCCCAQNoESLLTdkWoDwIIIIAAAggggAACCCCAQGYFSLIze+moOAIIIIAAAggggAACCCCAQNoESLLTdkWoDwIIIIAAAggggAACCCCAQGYFSLIze+moOAIIIIAAAggggAACCCCAQNoESLLTdkWoDwIIIIAAAggggAACCCCAQGYFSLIze+moOAIIIIAAAggggAACCCCAQNoESLLTdkWoDwIIIIAAAggggAACCCCAQGYFSLIze+moOAIIIIAAAggggAACCCCAQNoEbqlHhVbOHtPRN+a8r+pUfvSkuporffOMRrsHpaFJ5ffZ8hVNHTuqUbv7oWFNPrPXFkpy95myRz9yWicf2R4o5yUCCCCAQEWBi6PqHrLRs0vDk3kFo2vFffgQAQQQaASBmPgXbrtKXaG2aVzb8wbLQ3Wr1W5uhAvBOSDQoALFG/i5evVq7N7fvP9C8fDh08W/2y2/OB1+bz8vFot///Xh4uHDh4unvyh96Hz2a7v3N8WzLxwuvvD+N94G0fd/L56O7F86Eq8QQACBrSGQJDYXnVj8QvHsimvixOoXzhZtdN0aUpwlAgg0msCGxL9IfCyunC2+cNjGS7etedhvm7rt1+Rt05i2a+i7ikU3Vgfa0Y12wTgfBDIokCTObPJw8RV9/tGcOo8cLvWO7DusfOeULlyM3LW4OKpBdakr+PHqlN6e7lT++7ZvZbu6nujS3Eefa8Vsd/E9jc516Sm/53qvDh/p1NSFmeBReI0AAgggEBGYuTAlHXrKH1W0/d6H1Dl3Xp+vRjbkLQIIINBgArXj34qmfjelziM/9eOjmrt0ctIbhXnxgqbUpeHAqMq9389Lb7wnp/UZ1zaNKZ/546jmArFZ1drNDXZNOB0EGk1gk5Ps7eo6ORkZvr2iJTv029ec0eiQNPzMfv8T58Xykua0U23BoeUtbX5DcOXaVamzTcHB4dtbd0rTF9xAFz4a7xBAAAEEPIG9z0yGpt6s/PW85jof0t3BeIsWAggg0IACNePf6uc6P9eph+4Nti4jCJG2p1t6VUurUlzbtHb5ipa+kjpvDX73drXdJjqQIpeAtwikXWCTk+zy0185+7amOvM67M+5lsxnV4O93cHdooGsuU07g+W3hZNsmSQ8WM5rBBBAAIHqAmbuX3e3jr4h5X/WFbppWX0nShBAAIEGEKga/3aqTVM61t3txMfu7mOasqN89u1X19yoXjnrjKl0EJze5yBHXNs0pnxnazDJlrbfSss2yMtrBLIgUNck211EItKQW53SKx89pJ/6Q76zwEYdEUAAgQYR2JfX5OSkJief0lK+W6PRqTwNcpqcBgIIIFAmUDX+TWnwV9JPndg4qcmhnRrN20R7r/KjZnj4US8B79aF/cPh6Y5lX8QHCCCw1QTqlmT7CXZoZfEVTf3qvB6q1Xsyt+TOv7ZXZnVJV+1r8/urSLkzxDy4Aa8RQAABBOIF9mr/IYYkxjuxBQIINJ5ANP51afhkYGSPMy96Tuf/6vVeO3O0zc1J9798i2mbBqY3xrVNY8qvXiv1khvrla/L5lk23iXgjBBoMIG6JNkzr5uhiDs1bBeNsIjOvJc5jebtcJxBmYfJTA1165gZhuMM/XbnuNhdZJJob96gM/86koQ7c10O7S8ttObvyAsEEEAAAVfAPBrRi7OQIIAAAltKICb+OdMSI23PGB93TQt3+mJc27R2uTv/eu7rYJLtztPu2m8XAY6pDMUIIJAKgU1Psk0P9uB0leevRu4ETk66w23MswidZ103d+mpQ3Ma/aNdLdxb8fG7d7vzBr0VF9/258XM6L035kQgSsXfFpVAAIHUCnhParCr4Zp6mic8hJ7mkNrKUzEEEEDgBgTi4p95Uo00+qup0khKZ0VwuxiaeQZ2YGqNmfZo2p5PeD3fcW3TmHKzUnnn9NulOeDeauT7A2sZ3cDJsysCCNRJYJt5NNl6v2thYUHt7e01djeByO2djm7UeeR0ZNVxs4W7vYYmlfeDibnjeFSjdqTMoeHQirh2H9MDbn4qH9cr5BcCCCCwBQTiY7OL4E7jscG1U/nQdJ4tAMUpIoBAwwlsVPyrGR9Xp3QsPyo/epa1acPt3/K2aUy5WZBtyG/ZEpsb7q+UE8q6QJI4s8lJdtYJqT8CCCCQPYEkwT97Z0WNEUAAgXgB4l+8EVsggMCNCSSJM5s+XPzGToG9EUAAAQQQQAABBBBAAAEEEMiOAEl2dq4VNUUAAQQQQAABBBBAAAEEEEi5AEl2yi8Q1UMAAQQQQAABBBBAAAEEEMiOAEl2dq4VNUUAAQQQQAABBBBAAAEEEEi5AEl2yi8Q1UMAAQQQQAABBBBAAAEEEMiOAEl2dq4VNUUAAQQQQAABBBBAAAEEEEi5AEl2yi8Q1UMAAQQQQAABBBBAAAEEEMiOAEl2dq4VNUUAAQQQQAABBBBAAAEEEEi5AEl2yi8Q1UMAAQQQQAABBBBAAAEEEMiOAEl2dq4VNUUAAQQQQAABBBBAAAEEEEi5AEl2yi8Q1UMAAQQQQAABBBBAAAEEEMiOAEl2dq4VNUUAAQQQQAABBBBAAAEEEEi5AEl2yi8Q1UMAAQQQQAABBBBAAAEEEMiOwLZisVhcb3UXFhbWuyv7IYAAAggggAACCCCAAAIIIJA5gfb29pp1vqVmaYLClpaWBFuxCQIIIIBAvQSWl5dFbK6XNt+DAAJpEiD+pelqUBcEGlPAxJm4H4aLxwlRjgACCCCAAAIIIIAAAggggEBCAZLshFBshgACCCCAAAIIIIAAAggggECcAEl2nBDlCCCAAAIIIIAAAggggAACCCQUIMlOCMVmCCCAAAIIIIAAAggggAACCMQJkGTHCVGOAAIIIIAAAggggAACCCCAQEIBkuyEUGyGAAIIIIAAAggggAACCCCAQJwASXacEOUIIIAAAggggAACCCCAAAIIJBQgyU4IxWYIIIAAAggggAACCCCAAAIIxAmQZMcJUY4AAggggAACCCCAAAIIIIBAQgGS7IRQbIYAAggggAACCCCAAAIIIIBAnABJdpwQ5QgggAACCCCAAAIIIIAAAggkFCDJTgjFZggggAACCCCAAAIIIIAAAgjECZBkxwlRjgACCCCAAAIIIIAAAggggEBCgVsSbrcxm10aU8+7bTo1klNzxSPOaqxnRDo+ob47oxusqjDQr6XHomXuPgW7+e6+Gse3G/EbAQQQQGB1elD945c9iA71vTqsXBMuCCCAQOMLxMW/UHlZ2zLS9jw4oIkf7wmghcs7ek9p+FCw5RtTbtrLJ2zLltgcgOUlApkRqF+SbQPG7r6qOLNvjsiElFzZFm6CPTYfLTOfj6gQCG6zb/ao/83WSLArOyAfIIAAAltawG1A7tDAxLCcpqGJ0c+NqXWiz32/pXU4eQQQaGSBuPgXLQ+3Ld0EebH3lCacxNltow5O20TabZuWys32/RprtZ1EMeVrBQ2eWFTfqxPuTU9icyP/KXJuDSxQh+HiJrj0qOfEonIHO6pTXhrTiHJlCbYJdD0mOO0oL9Ol9zU2n9NA4O7hnh9PkGBXV6YEAQQQkLSqi59cVkfvo6WE+s5H1be7oE8vAYQAAgg0skBc/Csv33NfTjr3qWYNy6VPVVBOj/s9083KPZbT5U8uatUpd9umpfI9erS3Q4XPnL1l267Vymf/NKbLBx8vjSoiNjfyHyPn1sACdUiypTZzt29iWI+2VpOc1dgJaeDH91fY4EENTJjEubxs9rOCdPD+UiOxwt58hAACCCAQFWhWbmQiMnxxTUvz0e14jwACCDSaQFz8Ky8PtTfv7NNEZMTP6rVFH8l5vbtNwZk3za07/CS9dvmqzKE6WkN7y+zuJ+n+N/ECAQTSLFCHJHuPcv7dvsoUq9PvaDHYoxLYrPlQrmYSbQKRGcbTY3rLzX9vencKA8fgJQIIIIBAbQEThwu7+/Ro2XoYtfejFAEEEMi6QLX4546m7NHIufCoyfD5zur98ctOb7Y/63pHa3jtoW+3KTSWM6Z8R6t/JOermlpDe4e/nncIIJBKgTok2THnvVbQa588qGdjEvFqR7k83q9P75vQhOntnjilvsUREu1qWHyOAAIIVBBw5x9Kff3VFqWssBMfIYAAAg0gUCv+NR8adtuXr7bpnZ5BFdaiJ+wtYHZwoMKCvdFteY8AAltJ4CYn2asqnPpYD95Aw86s2FhaidydF+PPm9lKV5JzRQABBNYh4DcwWVl8HXrsggACWRZIHP+a9unB3Zf18efOrGvvlEsJdnhlcUmL19z52RbnmyXZ5zg4H8WUL14Lfo+0di20tz0qvxFAIMUC9VtdvBLC2kV9PH9Zl5/r0Viw/ESPzKqM4ccdBDdwX5vhM5evmduK4WE15VvyCQIIIIBAVMBMtXGGQUbmF0a34z0CCCDQaALV45+bPFd+nKynYFYAf25M8lcYL+k486/nlxRsnTrzsA8+7k5/NBOsq5Y3SzsUadu687RzjwUfEVb6Pl4hgEA6BW5uT3ZTTsPOMG873HvAWV08dzy6IE9lvOZDjyt3bkRj/mq4qyq8y2JolbX4FAEEECgJmB4cEuySB68QQGDrCNSOf95q4O8W/N7o1enXnKfZuCuCz2rMS7ArdgZ5q4G/M217o7052/d5SXJM+Z7v9anj3Duloenek3TuZ72MrfMHypk2hMDN7cm+YcI96psYcB8RZo8VeGa2/YjfCCCAAAJBAbfRJ13WSE8hWCAzBadiwzG0FW8QQACBrArExz8zF3vgWo/6e+w4y5wGvBE/ziJp5tTH+9UzHjSw25jVyQe01FMqd+KqnyTHlJsOqONL6vFHeXao79XhmosAB2vBawQQSIfAtmKxWFxvVRYWFtTS0rLe3dkPAQQQQGATBJaXl4nNm+DKIRFAIP0CxL/0XyNqiEDWBUycaW9vr3kaN3e4eM2qUYgAAggggAACCCCAAAIIIIBAtgRIsrN1vagtAggggAACCCCAAAIIIIBAigVIslN8cagaAggggAACCCCAAAIIIIBAtgRIsrN1vagtAggggAACCCCAAAIIIIBAigVIslN8cagaAggggAACCCCAAAIIIIBAtgRIsrN1vagtAggggAACCCCAAAIIIIBAigVIslN8cagaAggggAACCCCAAAIIIIBAtgRIsrN1vagtAggggAACCCCAAAIIIIBAigVIslN8cagaAggggAACCCCAAAIIIIBAtgRIsrN1vagtAggggAACCCCAAAIIIIBAigVIslN8cagaAggggAACCCCAAAIIIIBAtgRIsrN1vagtAggggAACCCCAAAIIIIBAigVIslN8cagaAggggAACCCCAAAIIIIBAtgS2FYvF4nqrvLCwsN5d2Q8BBBBAAAEEEEAAAQQQQACBzAm0t7fXrPMtNUsTFMZ9QYJDsAkCCCCAwAYKmBugxOYNBOVQCCCQGQHiX2YuFRVFILMCSTqaGS6e2ctLxRFAAAEEEEAAAQQQQAABBNImQJKdtitCfRBAAAEEEEAAAQQQQAABBDIrQJKd2UtHxRFAAAEEEEAAAQQQQAABBNImQJKdtitCfRBAAAEEEEAAAQQQQAABBDIrQJKd2UtHxRFAAAEEEEAAAQQQQAABBNImQJKdtitCfRBAAAEEEEAAAQQQQAABBDIrQJKd2UtHxRFAAAEEEEAAAQQQQAABBNImQJKdtitCfRBAAAEEEEAAAQQQQAABBDIrQJKd2UtHxRFAAAEEEEAAAQQQQAABBNImQJKdtitCfRBAAAEEEEAAAQQQQAABBDIrQJKd2UtHxRFAAAEEEEAAAQQQQAABBNImQJKdtitCfRBAAAEEEEAAAQQQQAABBDIrQJKd2UtHxRFAAAEEEEAAAQQQQAABBNImcEtdKnRxVN1DU95XdWl4Mq+9gS9eOXtMR9+Yq1K+oqljRzVqiw8Na/KZ4N4zGu0elD1655HTOvnI9sDReYkAAgggUFvAjbPnv0v8rO1EKQIINIrAzOvdGpwOnk2n8qMn1dXsfhZqm3bmdfpkl0qty5i25+qUjuVHZZuuXUOTyu8LflfM/qF2c7hewaPwGgEEUixQvIGfq1evxu/9xeni4cMvFM+uuJt+8/4LxcMvnC1+Y/d0yk8X/+69j5b//deHi4d/7ZcWz75wuPjC+3bvbyLv/148ffhw8fQX9uD8RgABBLaeQKLYHGBx4u7hYGwNFPISAQQQyJBAsvhn2oultmf09NyYWCoPt0XdtmapbVosmnK/bbpytvhCKJ66bdVS2zSm7ersX2o3FyPt5GhdeY8AAvUXSBJnNn24+MyFKenQU/6dwe33PqTOufP6fNXceVjR1O+m1HnksN+zvf2Rp9Rly1en9PZ0p/Lftz3X29X1RJfmPvpcK2b3i+9pdK5LT/k913t1+Einpi7MpPi2BlVDAAEEUiSwOqVXPtqprs4U1YmqIIAAApspsLqkq51tgZ7p4Jet6POP5kJt0737u6TpC3JalxcvaEpdGg6Mqtz7/bz0xntO+cpfz2uuM6+f+m1Tt+1q2rtJ2q4zfxzVXKDdrH2Hle+c0oWLwTryGgEE0i6w6Un23mcmQ8O73eDzkO52huOsaGlO2tlaGoAjbVdb55zO/3VFWl7SnHaqzRu642C2tPlJ+sq1q1IkSG5v3VkKhGnXp34IIIDATRVY0dSvzuuhnx1W202tB1+OAAII1FFgeUnSeR3t7la3898xTTmdP6YO29V1cjI09dDtMNrvdwhF255uza9qyR7jtgoJ/NySk2TXbruuaOkrqfPWSLv4NtGBVMc/D74KgY0Q2PQk26+kmV/S3a2jb0j5nwXntXSqrcXfyglubbcF3keSaDW3aWegWNFAZpLwYDmvEUAAAQQqC5jRQLeVRhpV3ohPEUAAgcYSMInu3NxODU9OatL8N7RTo/lgou2er5mXbdqug9OBnut9+9U1N6pXzjr90s6GTu+zR+SM2Jwe1Kjf8+yO2gwJxrRdw51P0vZbadmG/HiDQAYE6pdk78u7gWzyKS3luwPBJwNKVBEBBBBoOIEZjQ4pNOSx4U6RE0IAAQQqCGx/5KQmg4vw7str+NCcRv8Ynm7objepydE2vd1tk/C9yo+a4eFHvV7wbl3YP6wu+z3NXTo51KWpIdtL/or0RJ4OIOvDbwS2iEB9VhcPYe7V/kPS4IUZb6XFOS0tS/KHhLtDZXSrt5M3vMYfOGPm0UiloY1fmeE3e0vzapwh5qEv5A0CCCCAQERg5vVBaWiyNPwxUs5bBBBAYCsJOL3FX1c54+a79VDnqDOVscvMtTaJ9KSfVktmNXHt1H7blnU6lvKlg10c1WhwZGZM2/XqtRVpn9/y1crXdp3y0iF5hQAC6RbY5J5s81iYbh0LDKkJc5j515ITTPwCM0+7Uw/du11yhn4H5riYbUwS3enO6XbmX3tJuN3dmetyKDBvxhbwGwEEEEDAE5jRhWkFelrcxyTOmZ6Z18M9OZAhgAACjSVQuW1qEll3LrR5vNb1jbh01xuqMA/bg3PmdHtDxGu3XbfLTJmc+7o0FN0sEmzmaXftt4sAN9bV4GwQaFSBTU6yvdXAvRUXHcSLoxr0VwwvL185+7amvCTa3Cl8KjR8x1uN/Lt3uz3X3oqLb/tJ/Izee2OOQNSof62cFwIIbJDAXuXtXETn92nlO6XOI6dDC1Vu0JdxGAQQQCBFAtt193c7NVfWNrVPq/GeVGNXAzfPwjn7SuBpNpEk3DyhwbQ9n/DWGzK92v7QcvMknGC7V7KrhVdru5qVyjun3y4txOY9SWd/6DnbKeKkKgggUFFgm3myWMWSBB8uLCyovb09dkuzcMTRN+xQl07lR0/6j/QyO4fLuzQcnCdjHvN1zO1lcb7o0HCkEWiC3aCmvFqYRuJJ/7EJsVVjAwQQQKDhBJLG5tKJu3H2/HeJnyUTXiGAQBYFksa/cNuzvG0687pZ8MwKRNqmJpHOj8pv2Ubbnmax3yHbMpW6hia9KZL2eDFt19D+5XWzR+E3AgjcHIEkcaYuSfbNOX2+FQEEENiaAkmC/9aU4awRQKDRBYh/jX6FOT8Ebr5AkjizycPFbz4CNUAAAQQQQAABBBBAAAEEEECgXgIk2fWS5nsQQAABBBBAAAEEEEAAAQQaXoAku+EvMSeIAAIIIIAAAggggAACCCBQLwGS7HpJ8z0IIIAAAggggAACCCCAAAINL0CS3fCXmBNEAAEEEEAAAQQQQAABBBColwBJdr2k+R4EEEAAAQQQQAABBBBAAIGGFyDJbvhLzAkigAACCCCAAAIIIIAAAgjUS4Aku17SfA8CCCCAAAIIIIAAAggggEDDC5BkN/wl5gQRQAABBBBAAAEEEEAAAQTqJUCSXS9pvgcBBBBAAAEEEEAAAQQQQKDhBUiyG/4Sc4IIIIAAAggggAACCCCAAAL1EiDJrpc034MAAggggAACCCCAAAIIINDwAiTZDX+JOUEEEEAAAQQQQAABBBBAAIF6CWwrFovF9X7ZwsLCendlPwQQQAABBBBAAAEEEEAAAQQyJ9De3l6zzrfULE1Q2NLSkmArNkEAAQQQqJfA8vKyiM310uZ7EEAgTQLEvzRdDeqCQGMKmDgT98Nw8TghyhFAAAEEEEAAAQQQQAABBBBIKECSnRCKzRBAAAEEEEAAAQQQQAABBBCIEyDJjhOiHAEEEEAAAQQQQAABBBBAAIGEAiTZCaHYDAEEEEAAAQQQQAABBBBAAIE4AZLsOCHKEUAAAQQQQAABBBBAAAEEEEgoQJKdEIrNEEAAAQQQQAABBBBAAAEEEIgTIMmOE6IcAQQQQAABBBBAAAEEEEAAgYQCJNkJodgMAQQQQAABBBBAAAEEEEAAgTgBkuw4IcoRQAABBBBAAAEEEEAAAQQQSChAkp0Qis0QQAABBBBAAAEEEEAAAQQQiBMgyY4TohwBBBBAAAEEEEAAAQQQQACBhAIk2Qmh2AwBBBBAAAEEEEAAAQQQQACBOAGS7DghyhFAAAEEEEAAAQQQQAABBBBIKHBLwu02ZrNLY+p5t02nRnJqDhxx9s0ejZzzPtjdFymf1VjPiAp2+4MDmvjxHvtOMsc84Zc6n3f0ntLwoeA3lDbnFQIIIIBAVGBVhYF+ffwAsTMqw3sEEGhMgdXpQfWPX/ZOrkN9rw4r11Q61+tpm5a1O9cKGnxuTPboueMT6ruzdGwp3LYt2z/Uti2vW/BIvEYAgXQK1C/JtgFjd19Iwg1iOQ1M9MlJnc12AwUv0TYNvxEV/MTaeGmtMgAAC9pJREFUbQgOTpcagrOfFVQevEJfwRsEEEAAgRoCq9OvaWxe6nigxkYUIYAAAg0i4CbYOzQwMVxqez43plavLVq7beolyH7bVDLb+21TL8FW7ylNOB0+pu3aozHZRNtt2y765eZ4/Rpr9crN/icW1ffqhJv0m3ZxoG4Ncgk4DQQaXqAOw8VN8OhRz4lF5Q52REBn9ek5KXfcS7BN6Z2Pqk9jev+SebOmpXkpd5/tuW7Wvgc6dPnamnecVV1b7FDbtyOH5S0CCCCAQDKBtYJe+2SHcruTbc5WCCCAQLYFVnXxk8vq6H3UTbDNyZi25+6CPnXanjFt00ufqqCcBgKjKvd8r08af1+zklY//1iXd/fpWX9EZbNyj+VUeLegVfNdl97X2HxOj/vle/Rob4cKn5m9pdk/jenywcdLveqhujmb8D8IIJABgTok2VKbuVs3MaxHWyuJVE6SF6+ZUNSktt3yA4/kBcZWO55nTUuSPn6uRz0mke8xdxKdEFbpi/gMAQQQQCAksKrCqY/1YP+jagt9zhsEEECgUQWalRuZiEwrdDt1Smdcq20qaXebbEu0tM+i/D6gHa2haZHONvNLMl1Eq9cWy/Zvbt0hnftUszKdR1KH3841ezbLFNskvPR9vEIAgTQL1CHJ3qOcf7cuSrFH9x+8rLFT3t09U+zc4bPbuYFwQCNeEt2vpccCgXHtmhbnL2vH8QlNTJj/BrRjvJ9E2/LxGwEEEKglYOLtjkCPSa1tKUMAAQQaVGB1+h0VdvfpUWfedEzb9M77lZsf02uBTh2n99mzab77QXWcG9GY0ytuPlx1erFDdNEk/NttCo713NEaXleoqTVYGjoSbxBAIKUCdUiya5/5nh+fcoaH93s90T2f3a+Bg3Yfd6j5O62mJ9wk0afU9m6Pet50h9SoKafhCTvHxeyzR33Hc7rsDdmxR+E3AggggEBUYFZjJxQa8hjdgvcIIIBAowu487Olvv7Sory126Z71PeqGR7e74+i/PS+AeUslGmbHs+pcMKOsnxNeqwvlETbTfmNAAKNK1C/hc+qGrq91X5wMnf8BqQd9zU7vdrOvBe/J7xZuf4+ffzcOyp8L7wKpH94526gGUTODwIIIIBANYHZN0ek4xOlOYnVNuRzBBBAoEEF/AQ7srK4GaJthpRXbJsaC6eTp1Qqs1iZduh+O4b8zj5NTAQW+r00prHgEPPFa1rVntKQ8m+W/JXIzeGdKZN3lnqz167Zdcob9EJwWgg0oEAKkuyI6tpFfTzfoQfNYmbfRMoib53g+MmD4Ud+mUAVDGSRfXiLAAIIIOAu7FM411N6PKJBme9Xz7XIYxLBQgABBBpQoGwF8VrnGGybVtjOXezswQrztN2NzZNwtGPATarNBGtvfrZNo5152gcfd9PuHfIW+PVLnXnaucfsIsAVKsBHCCCQOoGbPlzcBDl/+LfpxT4VWFXRzHtRQe/4817C5c68l3m7ErmxNcMfC84qjjY0pU6cCiGAAAI3XWCP+pwpOHY9i1Pq2y2ZZ7VOBFbMvenVpAIIIIDAJgiYTpqRc4HHx0a+o2bb1HnGdU9pzrV5QsP45VLb0/Rq9wyqYB+Ec2lMI+c61Pc9L0n2VgsvtW1n9b7Z33uSjlmpvOPcO4H93dXI7w89ZztSYd4igEDqBG56T7Yz72XAzGvxbHb36ZTfyDMNwQHn+YE94xXKzXCdV6VBs7q4V2waicMEotT9oVEhBBBAAAEEEEDg5gu4Sa10WSM9hVB1nDbkoWbFtk1f7Stre/bZtqczJ3tJPc+ZZ2O7P7nj3jOvnbdmKPqAlnr6Zdu2obZr2f4d6nvVe553qLa8QQCBNAtsKxaLxfVWcGFhQS0tLevdnf0QQAABBDZBYHl5mdi8Ca4cEgEE0i9A/Ev/NaKGCGRdwMSZ9vb2mqdx04eL16wdhQgggAACCCCAAAIIIIAAAghkSIAkO0MXi6oigAACCCCAAAIIIIAAAgikW4AkO93Xh9ohgAACCCCAAAIIIIAAAghkSIAkO0MXi6oigAACCCCAAAIIIIAAAgikW4AkO93Xh9ohgAACCCCAAAIIIIAAAghkSIAkO0MXi6oigAACCCCAAAIIIIAAAgikW4AkO93Xh9ohgAACCCCAAAIIIIAAAghkSIAkO0MXi6oigAACCCCAAAIIIIAAAgikW4AkO93Xh9ohgAACCCCAAAIIIIAAAghkSIAkO0MXi6oigAACCCCAAAIIIIAAAgikW4AkO93Xh9ohgAACCCCAAAIIIIAAAghkSIAkO0MXi6oigAACCCCAAAIIIIAAAgikW4AkO93Xh9ohgAACCCCAAAIIIIAAAghkSGBbsVgsrre+CwsL692V/RBAAAEEEEAAAQQQQAABBBDInEB7e3vNOt9SszRBYdwXJDgEmyCAAAIIbKCAuQFKbN5AUA6FAAKZESD+ZeZSUVEEMiuQpKOZ4eKZvbxUHAEEEEAAAQQQQAABBBBAIG0CJNlpuyLUBwEEEEAAAQQQQAABBBBAILMCJNmZvXRUHAEEEEAAAQQQQAABBBBAIG0CJNlpuyLUBwEEEEAAAQQQQAABBBBAILMCJNmZvXRUHAEEEEAAAQQQQAABBBBAIG0CJNlpuyLUBwEEEEAAAQQQQAABBBBAILMCJNmZvXRUHAEEEEAAAQQQQAABBBBAIG0CJNlpuyLUBwEEEEAAAQQQQAABBBBAILMCJNmZvXRUHAEEEEAAAQQQQAABBBBAIG0CJNlpuyLUBwEEEEAAAQQQQAABBBBAILMCJNmZvXRUHAEEEEAAAQQQQAABBBBAIG0CJNlpuyLUBwEEEEAAAQQQQAABBBBAILMCJNmZvXRUHAEEEEAAAQQQQAABBBBAIG0CJNlpuyLUBwEEEEAAAQQQQAABBBBAILMCJNmZvXRUHAEEEEAAAQQQQAABBBBAIG0CJNlpuyLUBwEEEEAAAQQQQAABBBBAILMCJNmZvXRUHAEEEEAAAQQQQAABBBBAIG0CJNlpuyLUBwEEEEAAAQQQQAABBBBAILMCJNmZvXRUHAEEEEAAAQQQQAABBBBAIG0CJNlpuyLUBwEEEEAAAQQQQAABBBBAILMCJNmZvXRUHAEEEEAAAQQQQAABBBBAIG0CJNlpuyLUBwEEEEAAAQQQQAABBBBAILMCm59kXxxVd/eoZixR5P3K2WPqPjalFa88+t7uxm8EEEAAgQ0UiMRiRd4TizfQmkMhgEC6BCLxLi7+EQ/TdfmoDQJZENhWLBaL663owsKC2tvb17s7+yGAAAIIbIIAsXkTUDkkAghkQoD4l4nLRCURyLRAkjiz+T3ZmSak8ggggAACCCCAAAIIIIAAAggkFyDJTm7FlggggAACCCCAAAIIIIAAAgjUFCDJrslDIQIIIIAAAggggAACCCCAAALJBUiyk1uxJQIIIIAAAggggAACCCCAAAI1BUiya/JQiAACCCCAAAIIIIAAAggggEByAZLs5FZsiQACCCCAAAIIIIAAAggggEBNAZLsmjwUIoAAAggggAACCCCAAAIIIJBcgCQ7uRVbIoAAAggggAACCCCAAAIIIFBTgCS7Jg+FCCCAAAIIIIAAAggggAACCCQXIMlObsWWCCCAAAIIIIAAAggggAACCNQUIMmuyUMhAggggAACCCCAAAIIIIAAAskFSLKTW7ElAggggAACCCCAAAIIIIAAAjUFSLJr8lCIAAIIIIAAAggggAACCCCAQHKBbcVisZh88/CWCwsL4Q94hwACCCCAAAIIIIAAAggggEADC7S3t9c8uxtKsmsemUIEEEAAAQQQQAABBBBAAAEEtpgAw8W32AXndBFAAAEEEEAAAQQQQAABBDZPgCR782w5MgIIIIAAAggggAACCCCAwBYTIMneYhec00UAAQQQQAABBBBAAAEEENg8AZLszbPlyAgggAACCCCAAAIIIIAAAltMgCR7i11wThcBBBBAAAEEEEAAAQQQQGDzBEiyN8+WIyOAAAIIIIAAAggggAACCGwxAZLsLXbBOV0EEEAAAQQQQAABBBBAAIHNE/j/lAr7/OUvIesAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 机器学习之特征归一化（normalization）\n",
    "\n",
    "- 在喂给机器学习模型的数据中，对数据要进行归一化的处理。为什么要进行归一化处理？下面从寻找最优解这个角度给出看法\n",
    "\n",
    "- 对房屋售价进行预测时，我们的特征仅有房屋面积一项，但是，在实际生活中，卧室数目也一定程度上影响了房屋售价。下面，我们有这样一组训练样本：\n",
    "\n",
    "![image.png](attachment:image.png)\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 假定为预测房价的例子，自变量为面积，房间数两个，因变量为房价。那么可以得到的公式为：\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 我们在寻找最优解的过程也就是在使得损失函数值最小的theta1,theta2。下面两幅图代表的是损失函数的等高线。\n",
    "\n",
    "- 我们很容易看出，当数据没有归一化的时候，面积数的范围可以从0~3000，房间数的范围一般为0~10，可以看出面积数的取值范围远大于房间数。房屋面积及卧室数量两个特征在数值上差异巨大，如果直接将该样本送入训练，则代价函数的轮廓会是“扁长的”，在找到最优解前，梯度下降的过程不仅是曲折的，也是非常耗时的：\n",
    "\n",
    "- 数据没有归一化，损失函数的表达式可能为：\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "- 这样造成的影响就是在画损失函数的时候，造成图像的等高线为类似椭圆形状，最优解的寻优过程就是像下图所示：\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxwAAAHACAYAAAAoZG51AAAgAElEQVR4Aey9Z5ckR3YleF2GVqllZelCFVQBaMFGN9nD5uzhzpn5tn+I/2bO7H7Y2SF3m9zlGTab7AbQAqIEUIXSqbWIyNAu9lwTER5RWVoXzPNEujI3e3Zd2Hv2lBXHcQyzGAQMAgYBg4BBwCBgEDAIGAQMAgaBF4CA+wLqNFUaBAwCBoEjEODcxtD8ht7V6yOugpU8aCGChVgd42VR8vQDtm0AdgTYqh1eH9ny2mTTLOcAokkeH/6x+mR57g+3L9piezHbjAHO6cQsFQAI5RVWCFgWYLG0B1iO/D2A/sc5rGl9nLKmjEHAIGAQMAgYBI5CwAbHpee/GIHj+WNqajQIGASeFIFhLl5fnxA2ZBFdsH+iv6UverL18PW6Bb3WtbEcjw2XH97X5e9fs+RRv/tLmiMGAYOAQcAgYBB4mxAwAsfbdDdNXwwCbzICR3H4iHsaBWoldBHN+Gv2XXRbnHwI+z90PSsbmMdRl1IXoWsR9cf9fUGNPpnEWhPGK9V5HoqFFiPRsLhGFrD0OUHFUZUmGzDbBgGDgEHAIGAQeHMRMALHm3vvDOUGgbcLgR7TnuD4RQ+l0MHTSfMlCgv3s+n3H9EgSQFA7w0JG4m6RTlVTJtX6atk7ZpQuZbH+H/wLK+J5CFpPqXEGws2+JPl9XW6oG7JrA0CBgGDgEHAIPD2IGAEjrfnXpqeGATeTgTu48X7jL6leX/RcxYcODCwG7Nw4rSlpRd1jAoHLnItD1qIMdAGd8QBTVSshAd5LWWOOOZV1G4km2N5eQ3PUeDQIodqVVVgVgYBg4BBwCBgEHj7EDACx9t3T02PDAJvFwJCTuhrOagfIEsvjsSWEhAsyIB7WlDQkkNfMLCjsC8BUNig/zYXeYnUP1iALWQDFlAO31J8kGW13NAzh1L129I4S1Jl6yqFaKGql9crLYdslsLK4FlVyKwMAgYBg4BBwCDwViFgBI636naazhgE3mAEtGxwXxcsxGGEiJGeyOjbDoT/QxRR/yC3ybpHERAGsBj5iQKA0/enENoFRowKldAhBA6lgggjoBvIiFGahqgro0rZjCZFZw/+VL22A3i+jGfFNh1bqUUoPpCmrqRLaDFolHX0ops6+qw5ahAwCBgEDAIGgbcHASNwvD330vTEIPBmI3AkB66EAloyUWCgDKHkCKnRiGR8W4aeDUPEQQiLggaFEwok4liAKAwRtprihyBE1A0RdiJEQYSo3UHYbPd0DUKmQQSbwoYbAk4My7Nhux5sz4Pl+rDSWbh+Gr6XgpVKA35KCSQUihi4l3KKA1unOdJxfHUfpRpF22/11Sxv9h001BsEDAIGAYOAQeBIBIzAcSQs5qBBwCDwUhGQFkn9JgcsjWKRG0O6eScEEJamYBEGwvqJAknPRImah3YbODxEVKuh1Wigub+H1v4+wkYT7cMGWocNdBottOt1NA/rCLpdIIrhui78tAc/5QiBw07ZsNM+0ukc3EwGdioNP5dHrjKK0clpOIUikMkC6TQs34Klv6pRAISk15YOHaSX0gw1Ih7zbgx6cfQ7b7YMAgYBg4BBwCDwdiFgmUzjb9cNNb0xCLy+CFCKGJAkxJ4+qtdUAlAzIP2zlR+FOBnLsE8UMGgG5URARwoV2NtHY2cX+7s7qNZqaNQb6LZacMIIrmXBpwaCzH5sw7Id2BbXNMeiRwgXSRe9Q9huhBBxHCKyuoitSJhrUaMitCrCvUPSJeSaThdBDGQKOWSKeWRLeWQzOWRzRaTzZSCbB9JZIOVLQcN3gbSLmCZapEn4pIiV+qfVIE92JzV+T3aVKW0QMAgYBAwCBoE+AibxXx8Ls2UQMAi8BAQkC35/Qz12+IgC2nKIV7FcsogI7jRcnaqMPDy9H7jQXYL+GKI8zah4nD4cQYCw1UVQr6PboEaihbhxCKtahbe9g9bODuo7O9ivHaDWaKAdhHBdD+lMFoViCX6hDC9XhJvJws9kkMpm4KdT8NIp+CkfjktBxBJmVp1uB51uG2HcRRR0EbbbaLdaYh212wgbDbRqNRzs7KJ+UBXCTT7tI5/PISoUEGdyCPMltPNldLN5xPkCnEIefikPr5iHN1KA5XuAk9B0aDMrJQJJYUQBJgQTuT2AqTptVgYBg4BBwCBgEHidETAajtf57hjaDAKvEAHF6g8KDRQINE1Jzlcd03knKEdogUMX6/kz6OsZZ0pZSFHgoGBBkyib2gs6d9MdQlxsAc0GOvv7qK1vYm99DbvLK9hZuovosAYvDFApFDA6UsHE2DjiiXHEpRLiTAaW44oflSFWOgcrlYXleLAcG5bg9WkCxW2l6WCDsY3Y4o8hbqlNCaUviFrThCtutRFTIAnpDxIgbrdh1w5gV2vAQU1oWfZ29rG7tYfd2iG6tovcaAWTJxYweeokxt85BbdSAbIZwHZhCYd07aCi1voYkRwQOKThmMZYi3X6fvXgTdyD5DGzbRAwCBgEDAIGgQch8KI0HEbgeBDi5rhB4AeOABlYqXnQLK0UNhwlQSQ1FloueLjAoQCl1oI/qjIs5XUhpJMYVjeA1ekCrRZA34rtbVRXlrG/vYVm/VD4PVhCK2AhDALYtg0vlUKuUkGhVEKpVIJdLMDOZfuO3GTY2Z7jAa6volGRiVc5NQTnrsUj0shIWNrciVGtFL29dQgEgXBKFz2iH0kQAo06UG8irDfRbDRxWKvhsFpFnT4jzRasdlOYcDk06fI8oWXJ5AsYHR1DZnQE7ugIUMgB2bQ0vbJt4f5B0mn6RTMw0pbwVJFdECKhFN6k4CZx1h4iRwki6k6YlUHAIGAQMAgYBAYQMALHABxmxyBgEHjRCGiBg+kqNCNLJtZN8OmaBsHUUiNAvl0tQlmgd9RsuzhNDUYQCelFhLclI89rwwhxrY4uTZT29oDtTdTv3sHOd1ewvLWJhgUU5+cwfvwERo8fR3F6FqlyBV6+AOTzwjxJhMalADCgl2HjQqpQ+hmtMTiiIwl6RR26Pz2uXdh7yVI8JpZINqeqE1ICKRACjRTZqJ2p376LzTv3sHX7HnZuL8HvBqiks1iYmUV+bhb2/AwwPQ5npAyvmIOdTgGejUAE4HXg2J4U0LSQxrYptykq9P0SUkgci+OafFFUaZNUcbMyCBgEDAIGAYPAfQgYgeM+SMwBg4BB4EUioBnYpMDBrBIUOMjoDjCzgsHuCxyCvSdvLosKMm0ttWhhIAxhUVPAHBhhhLDRQuvePaxc/RaL315FUK1iNJvGiflZRFOTwOSY0AL4IyPwikU4qazQFNiOq3whOPuvHLuHgekx20mqVSGhqiGlRy90JBeLKHJUOdlR0Wch68jyFDhimyFyI8TtFsJqDZ16C51aA929Guz1HVibW+geHGB7bxdr1Sqsch6l+VkcO3cWxePHkJ4cQ5xJCwqYnRx+GjE1PHpJ3AdSJiBmCnUliIiusawSBo+iXldl1gYBg4BBwCBgEDACh3kGDAIGgZeKAJlT/ihwcE02mlZQ2qQqSQzPC3MqxZsLcx7Bh4t84KIGm7ZB1G5wocahVke4u4f25iYOtrZQ291BfFBFq95Aq9lClEpjZGICx0+dgDs9CadSBjI+kMnIiE9kwBO+DaxW0ywbGfyvKRk8+qir2G/VqfsvHDjCUuT1BRFcKYGDYoBFn5QgkLlEwhhoR8DWDsKNTdT3q9jZ2sbW9g6soAvPdZHL54C0D79UwMjMJNITo/BE/5WpGM3DemF12etE35XAIRQsmsL7BI7H65O+3KwNAgYBg4BB4IeBgBE4fhj32fTSIPDaIUA5gYtgqNX2MJE8LGfXWVCZ84gDPKN+jCHb6UjTKbpFrGygfesuqt9exe1rl7G6voLC6BgWPvwYp37yM7gnTsGqjAAMI8sloiN5F/BcWJ5OdjFIiW5t8Kjce1ECh8BFN0gC1CIEDoGKpEp4X8QqFlfsSj+VVhvwMzJcbzsAllexf/M2lq9dw/J33yJuN3HhwllUPnkf2XdOw8pnYOVKsHMlgJodIXQM91oRkaBlUMMxQLEm16wNAgYBg4BBwCAAI3CYh8AgYBB4JQiIZNmKeX3QvHiPt+1JJbGczae0QkEhDqV2o9VAfWsTO7duY/XydXQ3tnGsVIJTKSCm78JIBdmJaeQnZmGVS4jSKUSu8lIQdUWwHQsOk+cdsZCOHi1D51+NwNGnSAocwsAKURQKbYgd8aiU1mw6axwcorNfRXN/H821dbQ31hFtrmGnU0PDszC+MI/x0+cwdvodoFgGmOVchNNVIb2Ivw6vmwRCaDg0AkbgGHo0zK5BwCBgEDAIKASMwGEeBYOAQeDlIqAZVr0ebl1IIvogHbHJ7SubIm5ToyGiOYUi4lS0v4ed1WXsra3icHUN1d0qfNfHyVNnUDp+DJmZaYCmRCmaDWVEpKbQsRHQcorNkA76mqtk3YmW9abWpfT2kxua3U4ek9us+EGdfByTKsaNSi5yj/9FskBRtzTM4n/qOKIoUJGnXBFyl1G0KHygQ58WhgWORNSr9tYW9q9fx9ribezvbSNfLCBbHkFmdByFmVnkJqeQGR+TWiDPVmHEHMS2g5imWyLglrw3UuPCfpKyQYqT1Jttg4BBwCBgEPjhImAEjh/uvTc9Nwi8GgQ0D67Xw1RQ4NDn6EtBHpYCBpllMr9BF2i3ZZmVZXSuXsVnv/st9g72MTo7i5M/+Skm330P9viUzJdB8yDbkT9qMGwgtCyEmjfWjtBkl/WxZF6Qh4oNlFU0sfd15KFXPtqHQ9iOJSqVOT1IoshMLkJ3SXzEMZbUpOgDVFAIDY46x/OOdICPWxHi7R00V1axce06bn31NVauf4dzZ8/g+EcfYebTnwGVEpCntiMGUtQKeQi6Uhvk8l6w2p4HeYLUB2xq8h5w2hw2CBgEDAIGgbcUASNwvKU31nTLIPDaIqC5Tr0eIjSmIzSFC5sMti2ZaGo4hOYjBA6r6GxuYvnbb1FfXES0sw0/m0F6ahzpkydRmp9HdnwCSGdF8juZiY+MuRJelBmQ0pmI1smfa12BJudo4yp9tr8eFgv6Z9jBB3SyX+iBW7H0XhHnJX2SIsnfsxM8pfqUqEXTw2ukq4cU4DQllL965xptBAd1NDZ3cbCygtrKIjJ7u2i3mtgNI0yfO4PRM6eRP3UCdiaN2HVE6hHLtmC7SiUkTK0SBDxkk9ogTcdDiplTBgGDgEHAIPCWIfCiBI6jPS/fMvBMdwwCBoFHIXAUeynY3YcznhQuODPPNcNZ0Vyo00awt43mxiqqi/ewee07tOt1+Ok05s6fx+jZM8D8HOD7gMtPEJlxG6BWQ3LsPQGAHg72APMraer3Zni/f+aVbA2FqWWHkrlJBE2KZMLWo16ElOI9kD4dfQ0ObaIgkgG6XgrFQgVFhgk+PIfmlctYvXYN+9/fRIq5OZodtJpdFKYmkBkpwcmlpP6HKiJqjsBfr8VXAo9p1CBgEDAIGAR+mAiYTOM/zPtuem0QGEKAzG5S6FBxVNXkuy4sSvSSzSlBox3B6lLwsIFuB52tdez/+TPc/fYy1jfXMHX6DCYvnMf4+fNIlcpwcnkgnZExZMl1c7Ec+RM8MY9pvcbwXDsZZhbSeo1HGzxp2rVGQe/312xP0dE/+NhbWhdAymQoWsnUy17YiZ70lR2sXJaVPbGEtEYKJe5MiGjF8idI4ylhckUphS2GiPf2EewdoL2zj8UvvsTW97fQ3K/i/C9+huOf/ghYmACyFOoswPNlVCuB3aO7Noz6o68wJQwCBgGDgEHgbUDgRWk4jMDxNjwdpg8GgcdA4CiGWzDJgqMdZrjlGVabvE4w1yKLNaNQKT69EwKtAGh2sXH9OvZuXEO0eg9RyoE1VkHlxEkUjx1DbnoGkeMhdj1Y1GwwUlMcwdImWT1TKjLVgsM+QhAgXRQ2NH16/WgAkv0YLP1sAoeuS1CSqIqajciSAoeGSpflWlMue5NIryg0HxasMCFw8AJ9i3gBf50u0OwgbrSxc/MuqrcX0bm9SB0TrEIazrExjJxewOjxY0AuJ4UOajoEzqp1lbVcV63p6jeW3EpSb7YNAgYBg4BB4G1E4EUJHMak6iU8LcnB/EU3RzbCLAaBByGgGV/9nAhmVzyg6inVJ8RMe7IW/RRzTT8N5sSgGVUMtNro7lXRWN/GxjdfYe/ubRQLGcycu4DJjy8CpaLw04gdT1pfaS8MUaUFS5j7sC3dRrLdx9nW15F4vf04173+ZYQ7jCJTmFmxi+KmWdIkzXZh+SmMffwBxk6cAE4s4vvPPsfy9e9hrd5DUKvBDYHs5ATcUhFWNgu4dMyX5musXyKmfExiqa8RIXyFSCQbF2V6z8brj5uh0CBgEDAIGAReLwSMhuMl3A8O1i+DDSI/YHiCl3BD39AmKGxwHp3pHvSz4pF/FVytEkXEA8R/dAKXDs/SB0EJF+IUw7Y2YXU7QKsDLC5j/dK3+Opff4/x0VFMnjyJ4sWLyExPwi+XlDkPQ7XSG4Pvgq2iTMXCrIg7lvSwlsgK4rRoxEOCqATqooDaT57j9oPftAefYVUPP5to/KGbyW6IGi3d5/tbSFJOIU6WVD737LXwiemX6m1xg9IHGxASg3LU7zCUbgeNpTXU7ixi5/YdbKwsodk8xCc/voixDy7Aof8Ms7UzcaJtIRQCRgzb8mSVcYwoDoRI6NDMLYmManIYgB5dwyfMvkHAIGAQMAi8cQiIIDAvgGqj4XgBoJoqDQKvMwKate4zisoXY5howdCqcK3c5gURw952gLCN7u4uWssr2L5yFdXFVYwUMhg/fQIj776H9MkTcJhTg6ZTKhGdtJhSie5EW0P+F32ChoSMgRPq3PCxYeLv33/4FQ8/e39tDziSqEZvcq2gHLhIn5f3YwgLltQF1FU624c4rDzRY1uKKqIF24bt+8jas3CzOTjZAqxsAXsrS9i5u4xGqwF/ZxuVs2eQnRwXGhJLhR9GHNAQS7nnkxa2IgnQZEg6B7qQKDV4/PH2jqrx8a40pQwCBgGDgEHgzULACBxv1v0y1BoEniMCmuHjWm0rRlbvisZoNsXTnPAOuog7dUTtBhpLy9j585f4/upVpFIZ/PyXv4J/7gIwMwv4aTmLTvMdLropsrEDdkLy9P2ca5/h1YyvKvlGrpK9Ge5An61XW3KFmDk1kgt39U8dpxAS0sSKIoLNvRjIpeG7Exgrj2Ls9Bk01tZw+df/HavfXELq1k2cCkN4lgW3UoadzSD2aOrWlflOLBuu0HYkBUPZGHVOirQeVUMU3ne+V9BsGAQMAgYBg8APGgFjUvUSbv8Qj/DCWiQzMMwQvLDGTMVvHAL6OewziTRuioTjtsydISMkDTplU8igyQ5/gch+HexuY+frr7B2/RpWFu/g2McfY+rseYzOHYNdGQMYhYqaDc6e88el32jfZiiJoA7ZlDzW237cp5rlkg31KniFG49L+/0kiqSBycPqBkqzLVkv5cNIRK2SSQJ5jnKKyFpOH5tuiLDVxMHqCvZu3sDe99dQP6ihPD6O9/7ip3DmZhCPVADXRuwy2aINi742FjOi9xe2pn/9o4Nbjzo/WJp7r9u9up9Cc8QgYBAwCPzwEFDj9nPuuNFwPGdATXUGgdcVAc5Z97ULOgkEU1wrxu8+/k9pNqJQZg0POqjeW8Let9fQvHkTYbON4rETmLrwAcbPnAHSOanZcD3AoROyZIpfVzzeBrqIMIeGpHAQ2xYiR5pFWSkHTt7DSDkPr5CF49mIL11Fe2sLdz7/AyoX3kHh1Cm4YyOwMynAs1QyR+bukBG29F3U67cBN9MHg4BBwCBgEHi5CBiB4+XibVozCLxCBNQUuZhZTrKowySxnGIvaf4UdoF2E2i3sfblN7j+//wTJkbHMPPjjzH3v/4KlmBUfcCmoMEISCrikeFQh4F9PvtH4KoPUeMhrOLULeg16NnIz80gXy5hYWoG9774A/791/+Idw6rOAWgmE4DPgUOGwhDkTme4YrNYhAwCBgEDAIGgeeBgDGpeh4oPqIOzeY9otgznybToRmPZ67MVPAWIZB4AoX/BPePEjj49PAcrZ5oQsWwVjGsnT007i7h3h+/RHVjS1w68+FFjJw7g9zJY4JJjR0bMTUaIls4o1Ax8lTiaZTVSkyTPhwa5ediUqUre53WCQyekKz7TKrU3SGU2oGcVWpvC333RIu9ZhPxRsJAaqoOqjhcXcPGjZvY+f4muod1jM0vYOKjj1A5f1743oj7aVuImTTQli7kQRiANDmOM3BvdVNcy5KP29HkQ/G415hyBgGDgEHAIPBiEXgxk01Gw/Fi75qp3SDweiGguUMxFa5Jo3kVT5ABpKDBHBuMRhUB3QiHS4vYvXQFO5evID0+hYmLH2Hs4kWkp8YRZ1JgpKTYkbmpZXjbQXZYtKKr505SENEkKEGnt/tGb2iQn60TAwKbujuskXdJRMxVEwy2mmZgqxwmKLtRpuuz82qLZm7UQo1WkC/khMaj0+lg/evLOLh5C3A8MIdjZX4efrEAK02tlW6RDct73K/XTHA82x02VxsEDAIGgR8OAkbD8RLuNQfo5CD9opokw/F8WJ0XRaGp99UgkHwC1ZOoD4ldChzqF3dFyNu4GwCdDtBo4/r/9Wus/v7PGK2MYeJnf4nxv/or2OkMrIyHKG0L5peOy5xpty3mkyCfSjZ46IlUTR+NAX1Jjj7zkBMPuuAVH39gR56JLn3LqJuiwMF9tiSEjMRaCByJlqQGRN9fdRPoUB4E6Ozu4/DWXWz/9vdYWl5Gw3Lw6X/+LxilpmNqQkYmE9GyYoR0TqfWg3UroZExyJK9NRqOBPBm0yBgEDAIvJEIiJmm5075aydw6EH1UT3lIJcc6B5V/lWef9w+PSuNbxImz9pXc/2TIKCYzOQl5Fp7h2PE5FLRBaI20G3B2q+hfm8Za19+hYPVLaowMHPxE5QuvIvsiZOC4YwdaXITqUhJZEUZ24jPoRE4kmA/n219u6i96BnEqY9g8t3XsmO/VV45JHAIFYjKEr+zj/qdu9i8fh27i8uA62Ps+GnMvf8hvKlJOKUckHb4CCCyZeJI1k05hAJHL3qvIEIR1G/8IVu6Rw8pYk4ZBAwCBgGDwEtG4MUIHM9gUtUfLJIGFERFzYH1AEqeT54bNuVOmhD0a+9VIzaOHs4eVDp57VFXDl6XpDN5pd5O0v5wcWewXn29XB9Fx2AJs2cQeL4IJJ65Bz2a4jgdxEOgHaC5tIq9b65g/d8/R27hBMYvfoSRn/wIqfFxICVza4haGYI1KfwPOys/3468IbU9CGSSn7gXT9gbIROyBoU5L2dLwkn8CesSxamlcBx4I2WUyx8gXcqjkEnh8ud/RLfaQKoVo/LBe8gcn4OdKsASUg4FFxIx1A8SMnToaUgy1xgEDAIGAYPA24nAMwgcBEQPrH1WXI45+jjLDB45au/ZoU22d1RtDxsJk9f2+/HgWnT5x61T1tQv3d/Sbega9b5ZGwReOgI0seHSiYFGB0uf/REHl65ifGQcIx9cRPFHH8Mr5qR0MUQcn+j+U93fGipmdl8EArxtTwS5LqzWIl+KKwQIf24Oo56Dn5TLuHf5e/z5s9/hfUSYdoFM5SyTe8ByAMdluNxhYyrzFXsRt9fUaRAwCBgE3hYEnlLgUF6JWuAQiacIiRrEYuoK5ADE1GKMXqPHRaHVYAQcUVzOlMqkY2q2rjdrp2uQtephUg9rcl/tyUplnZom2YA6ZvdIUwfkauA6kk+nSNKhW+uXltTIs+ri/snhrQHVTTw0Gah7MHiRPkq85PJk1tCDtZk9g8BRCOinTJ3Ts9QMg9ph6NsWDhdXsH3pEhrr+0iNTWP0o4vIXziP1Ng44HkiN0N/ooGv1dC70ptuf8F5OIa60uvtEDm942LjoScHiz713oCtWqKWZNvJ7USRp9jUNQ3AceRBVq5PJBqyHXk7LQt2Lgd/ahp+OoOW46HtuNjZXkZ4qYN5tw1vegJOuQQbrvDlgK2Gj2S1SULU8eShB1CRIMhsGgQMAgYBg8DbiMDTCxyKNZegcEiRo4vc4n8pVAjRIxkxRcgqPNdnVXpXCkadrL1i7xMDWWKz36TYYl3JQZ5ta3p4FX/cTyy9XW5IOuVZ2XbyiL5KiEZJAUXYN2iqehWq4kMd1u3r4rpStdZUSut3vTdUyOwaBJ4ZAT6n6lmlsKEF4yBA3Gyju7GDvUvf484//RYj8/MY/fA9lH/113BzGZnIL5lj4z5aHuO5fcDzL6t66Mn7WhMHhl87LUAdXfolHk3gLFrVfdPrpyRFX67XqhruDh2SB3oHEyX0sQR2IvxuFMns8PkCkMlgKp9HZWYKX/zD32Pl2jfId6tCy5X1T8LKZGExgSDVHaLqhHCpn6n+k6afuF6nNQm9A2bDIGAQMAgYBN56BJ5S4HhyXLRYIK90xDz+sFJenuNIKIckPTDp9dGtDg/uLJW0Kn/41cNtHt3GUUeT9XI7MYIfVfyhx3RdXOvth15gThoEngEBhrtl2FuGv6UZVYCgWsOd3/w7mneWMDs9h8qPfoTCu+dhZ7OAqzSEIqGfeT6fDHj9Tr/muIl7y6SNvNcWkM/DmwHe+/QnWL96BZcvfYUTcYTpZhvZc+dhF1xQw2Ex78pDlmf5Kj6kWnPKIGAQMAgYBN4wBJ6bwHH/cJo8Qq5Gag8CsuaW3bMAthlKc0BDIcWFOOYZWccjJy57o5qlzLfUICgul5oU7XD54PvDSqhj0OE8B0tKnYvWffRp65fS1PaPyK0EDj06eSZxXPdTrBPHE5vDtZp9g8ATI8DnT/yUSSRntbshWptbOLh5F9u3bsOLbRz75BPk3jmL1OwU4NO+Xz2ufBEf+TI+MVXP8YKBF+yIel/WC5VsRzPk+pheH0Heyzx0Hxnq3motruXDtgsYOX0GURyj2mpif2cX4dffYDqIkDt5Gt7UFAAPEUPlWgWEs/4AACAASURBVMlv7mBHhps66i4NlxmswewZBAwCBgGDwJuOwFMKHFSna+5FQjAwYFh2z1qDwoT0jLBBYaOj9hxYEHmohPUR60oaFJG9j0ChQ/Liidp1kJQe8npA5wEZlDNi+5pHUvqOXvEhEyop3rDtGFZMV0gLds8npd83Sw/ESjjgmcGBM0EHyU2Q3CvYu2CoQKJsL8SkEMyG2+j3wmwZBJ4YAZ3sT8jNyiQmaKN69x6Wf/c7NGoHGH3nAir/4a9gVTJA2pUP4OsqaCTeG4HF8P59APVewPvOPNsBmqfpGvQ3S++/gWtbTqhYzDI+PoWxfBFjp8/i3/7rf8Xal1/C29qFHVtwKyNCAI0dByE/5lzEt1NO8sivsDqc+CD2oJKnEmfUAbMyCBgEDAIGgbcOgacUOCQOek6fA0hyEOFwI/UZLCfP8P/tlV18c2cD7U4Xp6bK+PmFY2qw4WB1P7dw/5EH4a9LynqStPQp0NdKXUWyDPUtFFU0rVzrGvVVcj14lHvJevrb97chrlcX6FpYnjkMuKa4wp9yox9s1uwZBJ4LAuoJ5Ww0zalqDcT37qB643tsrK/h+E9/jqn3PwQynmyNGhBhYvNcGjeVvDEIUNvBj5EjnxMvBRQqOPfzX2K3PIaDb7+D/eWXiNpt5D/8AHalDMf3RHk1dfPG9NQQahAwCBgEDAIvB4GnEjjItmiWvNFq4+CwgcNmB5bjoJBnLHcPaZdsfIw4ioVKPrRt7B628f3KAWq1OlzLxl9ckPVwtsxSKnk6MPIaTqqS1+mpSjQeimfigEilA8szf4e09LAQx/xpy4+4d570SpHCQjcIsVVtoNXuCMFoaqSIvO9KIUmNtbq5wXVfi0FtiBiVVQSuiP1UAojIJ8JkaGo/jEJsblfRbHbkNWTkiKDjCFMEN+VhciSHDKO+MMb+6265MgiK2XsNERCOwIquXn4bPnc6/G2zhe7WFjYvXUZtYwOF0RFMnD+HkdMnZJ4NPWPNh/EB4vcr7baW2oeIkP3ufyR6fee3SH64xDeBl8n3VH87hipK7urqxFrtCK2PKsTvEHHlN4HfooRfg/ieiYYT7SXrft22xYdUqZFJm3gOPMBLYeLseWT8DJYaLRzu76D7zTeIMinkTp2Q+VkiF3BsRLYjv+eJeyS13LKzicOvW+8NPQYBg4BBwCDwghB4aoFD07Oze4CrNxdxY3kLfjqHd945g9MzJUyWMlJvEMUIwxAhbcHdNOxMGe3DEPXYRl1YAAO+CLQoE1hFcYQgCOE6lhQ4yIGrAVu3KRkgqUUI1SSsIyUOUYTjvhjz4xgRCzi2COPYZlkLOGi28cV3S1jb3IMdB/hfPn0fC5MV+MKDI8leaU6D1faFDSFKxCFEUHoVbSuMYnTZV9hiYpDRJkPIX70T4Ldf3sTiyq5gcsJuB5YVI+WnADeFsbES/vrTMxjPuohCQEwWmlG5f7vN1vNBgO9CEAqhFnvMLn0bf/j97zAxOYmf/u3fwD02A2Q9wLeltC8k/ufT9MusJRYCPWDxJUwsFAr44/eIwobjOLCEdJ8o9KBNPXugPwnJiBc8xrqDLuA6AwIHq+OEA4s4jjvwFXlQU6/HcXY4AjwmB7SByAGKFeTOZXF2bh5Xf/0/cOtPf0ArDjAddTFRKQEMrcw+pnzYjgfLkZM8D+uP+cw9DB1zziBgEDAIvD0IPJXAwe5zQi+MgXbsoA0ftcBBKvbQ9QoILA+BZt5tF7ZliwE+iGJ0upzZ92G5fq+MdCSXddKF3CFV1BDEyq8jMSrp8Z4yCIdEMgwsFcX0vZDHaKbEc4LOhCDC8x0LOIwtVEMP1a4DOw7RZaWcmVTX6JWug/thZCFQwo1tWSDrQMaFLQnGRWlZBP+iKmK1Syub+P7WKiLLx8mT85gYy8KOQjTbIbarMVa3D3B3o4rffHED75+YxrsLkzJz8DAxmiizNgg8AQJRxLdDPUzMtUBmvFHH8tUrWPv6K8zNzWHy/Hn4p04B5QIin5nd6IegohXJV1HX8AQtv7qiQnPBl08IHn2VpaU0PA7PiVxBoTQZOopU8U3gPIOSLIRmiB8dNQHCjxYXoekgvtSh8hwjf/FitcQiE5HYEZm6LanVFCX0bVEY60te9rqvBWLLpEwJG2LKhKpmpXLlN9b2YXslzHz4IVw7xs7338G6fAmOZaNw9gK8kVHAchF1uuIRsj0fdMXT31JO2yQ/bcntl91v055BwCBgEDAIvDwEnkrg0EMSkxJ3LBeBm0HXScN2sgjcHLq2hS7HKTCiJgdsOdNIs6NQqCQ4s6iOAcKZXLLu0uzAcZmMKuqZVokxUGOifB7kkC4HQy188FhoyR+3RbwpyxJ+ErycvEFgAS2QvhQ6Vgp00g4sW1zHQVGyDnItxB3yEIAQSiiY0Fee5mDUUARCIFKp+sjM2Zbk0yQ/I+pq1lvY3a1ieuYYZmbHMD+bB0Gv1QPc3uigGgGbi018c2MdGd/HwlQZtu0JIY0VsO3HGpRZ8GGLqmS42GPV/bB6zbnXFgEKG1rgIFPJex20m2jeu4OtG9ewv7aG9/7qFxh5711gYlLmYaCZnw6NmujZo6O8JQq/xM3k88z+yeeZ/9WLq9c006RmQwgdEWcQgDAQs/Jht4ug2xVYacyoJRHfK9WAqJvvOMU3fnCUKSc/Kq7vw025cDwHdsoFKLTxG+bQXMuBEHDExIc0VYocRnUihZJarTuVey8RvCOa6uPJLfkTAgmlJZpXCSJtjJ86hXTKQXVrHbWtbax9+TXs/BiKqYIQSqJOiNiJYbmelNHUxA+hG+jnwM4RBJlDBgGDgEHAIPBWIPDUAgcFhMCmwOGgiRQCJwPH8tEIgCY1HwoeMvEcUFmeYwsDnyDqisFeiBxKCOCEIcczuquKQU8w8HqnPwyylt6e1mSocbCr2mFbLMO2OPYnBRKSRaYBzJZreQitCCEs0LuC12nxSDMBrKerJREXQpDS9ceuNJEQZfUkYOKx8AGcnpvC1MgIMmkPnvATkbN96YyDY7NpbDVGsNeKsLezhd1mB7fXd3FqegR2LiUEk0R1D918knG7h1+PQXto1ebkG4gAtW8BE/pxht224XmeYLbrmxu4+f/+Gla1hhMnjqH4zjl4M7OAnxYvqGSp+zPSb0LX+TwPPP9CIEhQTuGi2wVo8kSTMm4fHgLVKrC7g/beHvb39tFqt9ButdBsttBpt9FuNHG4XxUfENdx4PspeK4Lz3HF5IVDXwXbRrlcQnl0BIXJcdijJWAkDxTzQC4LpDKSOibJs5mpXX4oIsfpzfqTUn5DBvqQIP9lb97/fVBfPE4SiZMRkEkjOzePD/7Tf8atz77Ana++QSZ/FV7HRe6dc3DZT2nXKgQr/QkVfWEd+qa9Lp1+2SCb9gwCBgGDwA8MgacSOIhRs9XCpVvLuLt+iLWDEI1WgFbYwPe37qC2EaKSCpCKuzg5O4XZyQnBzJP5sYTJQYg4jkTA3JWVLezu1VDvBojDCHYcwY9jLEyPY2FmQgggHLs4QkmjBUvUFVkWqoeHuHVnCd02xQUgth10hfDgIJcrYHykgPnxAlzLQtgJsFNtYmV3H4tbNWxtBWjQ0R0BLn17B2v3bNAQLJ/2MVEp49jctHDq5lAbxMD65jbWNrfRDiieUJjhfxtkOnzXw8zUKEYrBSHgaGGFwksh7SHre0LzwQs58LJOMh7plIVMxkcqk4LlOmi0u9ipHmJmoog8Ur1cJaJzj/inIDq6FE8qLkLMrNIxX5XU5hTi+qOvNkffQAR4X2nqx4Uz8lYUora8hO0b11Hb3MT48QWMX/wYqYlJ2GlmEpdPrTa/ko+MfkpELS8IBd2GXutmHv5EsrS8QmkyxAFl8qQTGlKL0GyiWz9EY3cP9Z1tNHa20drfR1RvwGaUJdsS3xhqMzhBwQ9iNpNBmMkgKJbQHh0TDREdajbpK8aYdjxI7Sg1Jm4co7u7i63qPho3uqhbXURpH26hgFSxjGypgvzoGIoTs7BzeSCVhh3GQljhh0H0lP/0bwACcVYcScpRSmGgS4p1v+TA4afc0cTo+0KHePrZ0YQ1En4qTjaD3PQMpi6cBzUam6urCGIHZ7I5WOMlWG5WCnhK2yMJ0ZondQP5QeLyfImXdZr/BgGDgEHAIPDaIPDUAke73cGtW8u4t3mIeuSjjRQiJhFrNXHodJG32kjFDRT9NKbHJqRVMO3J6RUdRkJI2DuoYXFpHauru6h3umh1AnQ7XYStJurvnUW+WEY54yHlyXlXMutBHKMdRqh3u1he38YfL10X4RlTNGdwXDRCG4eBg1J5BMePTSKX81FJeQi7IfYPGlhc3MDNlV3sddPoxDSNinDr7i420EI6bmO0lIN1bA7HpyeFA3g7iFBtdnBveQvXb9xFQPopL9i2SNYcicgsPj7+0IWTymIiTyFE3l+pwYnh0PyKhxi7Xs1mcuDmeTI5unwnCNBodRDQnONJzan6HJhsnP+PHMRFhhMROUyyFJJ96l/U3zqKqemfNVuvAwKaHdS0aP2fY/M5VA8iZ/RbTezc+B7b16/B8X0UzpxB6eOPACclwpnGUqrX1STWbOHIBylR5nlsMl9PcpHCkuRy5XEtJrOP5FP5JnLb5YXCRIqajAhotRC2uwg6HXT3dtDY3cLB1jb211ZxsLqK6vYWQgam8DxMTk5gZGQEpVIJ6XQa6UwGqWwOdiolBANklIaCmpFAZWcXbfE7Jk2ymtUDHO7tYXdvGxtba9je20CACH4mg3yxguL4JEbm5hGfaMOrjMLNF+GnUrD9NCyGnGUmd94rSjC8D/zx/ReAyOhaFCBFpD0F0vC7+Th36HHKSKT53LCh+3/Mv8Rvk3i0GFUvm8XE2bMo5Er4/P/8NTbv3sJEIY/se2eRSk8JrQ593oSZnqhc16nvqXpGVb/kUflfT4Ykj5ltg4BBwCBgEHgzEXhqgaOQy+KXn36AO+uHuLFaw+LmAdxUBsePzeHUqI3JXEwRBJVCDmlP+mmIxkLAiYC15U388/+3ihNzM/jp+6dQzmew3waWtw9x6eot3NloILqyiI/Pz2KikoGvRst6s4PVnQNcvrWIlc0dOH4WF86cxJn5CTBS1Fa1jXubDdxb3cJ3t5ZRa7Zw8ewMZkaLmJ0po1LJ4MTxBj67cYC17QMgauGvPjqP42M5ZOIQnmMjm0rDsx3U6hGWtqq4/N0N+L6D9945jdGRPPy0K9paXD3E4loNi2tV3FpqwHWqKJ4pwEs5IiQwHwkySZKVUhFbIhmNi+ZjaQof3Q7CVgNRtw3HyiCV8uGRWUw8T4/PKCQueuAmR3adjFFJNUeVfb6NHtWCOfYcEBjm0+RtU0fJsXK2v1EH9nexdeUKDlZW8N4v/hIjp88BXhpwZf4EkjJclyTvZT0InE6Qb4p0s5ZvAFsnS0peX/hi2xEc+koJgYMx4cS0O9DqAs02UG8DS8uo31vE2t072NhcQ6PTQGFsFLnJSSz86Mfwsll4xaL4+b4nzM1cRleybdiMXEXNEGcBhBmUZoil34bkwYmU2o9i+EEHpbCLbLeDydYhus26eO/Deh3B7j621zdw99p1fP1vn6NcqmBmYgonjy0gMz0LTEwBlbL0n+G0RNoHUp7wAYkZ3S+K0A1DeK4Hp+cPITHRj48WD/T+UesnuYuyrOq3qEz1l/4rnCjxpC+bkIg8D8jl4c9Y+PA//gLL31zBv/7L/41P3A7m6c8yMQ7bdaWtbI8w3msubInbXD8JhepyszIIGAQMAgaBNwaBpxI4ODR4novp8RE0AxebBwE8twbfdzFaKmBuwsNs0YZPswMBhZybdG0bHNilWYINz/IxXi5hYXoMpVwKpa6NyE3h5tIBaodNLG4c4thsC7msDyfjirH+sN3F0tYBFjdrqLdjvHduFnML05gcr4jBK1PswE43sLFfx/Z+DTeXtjE1MYpy2UYpk0I+S/MlH/nVFtx9OpAAU2MlLMxUkGE8XfGTdtaeA2TTLkZG8igWMpieHEW5mBV9Dxmdys2iHflY2gywudtCPnOA90/kEKcks6TZ+p7VgHKYpIkWJ0nJNAWdNtpNKXCk/QLKpSJ85RtC6J7PUCxnhFmfZOv6NWsm0wz34kF98//pG8oHjNq4bhfNjXXsf/lneNUDTIyPY+TsOWFKFTMss3IQ15clAUiaV70cflB+JzR7q59SsZaT/uKlEXHpIn5bItjUiB62UFteQ211A/W1TWT3a3AOD5FuNFAsFJDOjaM4O43C7Czy01NIUdjIF+DQx0IvGoDei9Db0CUeuKY3BnMO8XuXo9YjpDdZjODwEO2dXVjlUdildbj5TeSjGKluB83FRRysrqOVzSEzM4P85ATyY8zcXVC5L/iyhsIcjhqC5Gz/8/kmHN0d2Wvd92GhQwp6QrtC6Y8b6scJlJFTC+g0qthbvYedxbvCZGz64sdw7BHYroOYQpzIs0QHdGpWdTtH02KOGgQMAgYBg8Dbg8BTCxwciuRPDfxCuJDbHHwpHnAg5qAi57Ms0PEy7csZ/NFyGe+fn8b8dBmlfEYIE2KyLOMhXxxBrb0v8mVsH3RQKXaRzbiinlqni5WdGhqhg0JlHOffPYnRTEZEkUrZDsqFDOyUhxvrY9hpRtja38NWNcBMI0bR5aQlzbNIu/QIIYsjB3CpixAsuRhRbeSyFhZyBUzMXhDRqRhtRkXChevYmJ7Io9aKcfVWA9WDKnZ2q+hG0zJMr/DVkAwUWyMOnJml1UQn4o85O2I02m20OAMddpHPpDExMgKfko5OAPgcnjWRfEz5wAiBg6Zkol4z4D8HeF9NFYpB5nOsF+Gfwx0Ks2GEmKZUzSaqd+/i5j/9IxbOnMbUhxeFk3hcLHLWQF/62qzZG341+Fby6eSzy4VKB/mxoiMUI9gF8MII0f4+2ivrWP/mKpa+/Q5r129iusxocDM4c/oUFs6eBo7NSifulA94zAfkKpsg1W39GvShfEI8+FYp3wSBaUrsu+ks3PIIcrPHcEznP1lZQ/vuPex8+y0Wr1/D9u4eRudnMfPee0hd/AiWq6LdeZG0srIcuKTZtmUSUzVpwe/IAxfx/Xrg2Uec0GCwWHJbX6YaHjbBI43lAqbOncZEysO//+P/xPbGNiqj48j4MjeHlfYgcqTw/tGBXlT/sI7oNs3aIGAQMAgYBN50BJ5K4Hgenc7nfCzMl4WTNuvjkE1BIO3KbOVbe4c4bB+i0Wqh1ckiQgacN6y2AiytHyJ00sjmypzjFNfSrrjFiFJ0aLdtpEojyBQD7B820A4sNLuMRmUfEflJCkR0BQ9FuFvdO7pGkiJLmD5xWOSP6QnEUWVDTpaNJtiMykKTDN0X2pcHoqQcVzVrR1+OyAYOai3cXd3D8toOut0OJsZGMDNWxGjegc9wmpqM57Du0vyc/BArlV16Iof050CCqeKFIdBn2OQzSqFWRieIOyHqN2+ievsO6mRYjy/APXcGYJAC4RPwwoh6ioqpFZTvj/BV0DUIx2yGtFX+X9TaRAGCahX1765h9fo1rC0uIpXLYmJhBmd+dBGZiSlkKxXY2TyQzws/A5FNk4KGMJV6nm8XCWV9WgWjXzTOGNgAJw9sX2mbQmBuFm6lhMrCPFI725jZ3kJzYw3bq/dw99Z15MqjGD9+AvPvfwBrdBQoFqQtWRSID5BDMy82JWdxJEoCNkUDlQgau5e1Ft8V5dhRyAPz83jnk4+xefMuPvuHv8eZ//BLLPz4E6CYU/4qFsKoK7KR68AGL4tU045BwCBgEDAIvBoEXqrAwRj3dNZkRBjO4pcKaRGjntl/BSMvIuvYSKdTcFxXWDexLH+c6GwGQK0ViRwWftZGux1jeXkfVSeGFwYiCaBO7HdQpTaCWZVjER60yyhYMdn+JLMhZ1I5QDPqFQUMNWyLQVsP3BzPRRnNWii/To751FqkfA/CFpzRWNQi9Sd6T17POqjVqDYDrO8e4ubiJnb3a0h5Nk7Oj2N2ooSsb4moNyKyEEF57EVT279A6m6UH62KO0wtTY9MzoSqy5JXP9MEab95s/UyEFAaANmUerZ5MztdRAdVbHx3DQcbGxg5cwqZhQXY42MilT2DFrwei6ZDPuv6/eODKbZp4kjtALUZjSaig30cbG+jtraG+M4dtHa3hY91YWocE6dPYerUKcSVEcSZrEgGasU2+CedsVUyw34jzwkCLWzIXIP8XnHyQeROZAvsGoNL2CHAb1uxgMzYODKNGRQPdnFwr4Twzl0cLi4j2N1BtdPFYqMDf24GmZkpFCcm4GTSsFyG41W2mPr+sS9iJoG5PWTH5LvM7cGv3XPq7P3VsF1qPPhhyWVF7o2x8+cQBhGW7i1i7/Yt5EoFlN85C7dUENEEY0YrFMldJJ33V2qOGAQMAgYBg8DbhMBLFzg6nY5IsEU+iQNjQNMPAL5ty0hOHLscR/p62C5cx1PJA4FakwIHmQdPRLPaXN3DwfoOrGYVVrsO17PQsW00mGzLz4qIVlbQQtxpIO62wcC3/YVcgP7JoxQghvMQkDZqK3RJ8u0cIgUPwW3HQTabRafTFY7lSUsDlpGDv3Sa13Wt7zZwZ3kfi6ubCIIuJkaL+ODMFGZGiqJekSFZ8DCs4UkW3RqvkQM5+9SJLTQCaUpGYw+RC+VJq34SMkzZl4yAvO/Ui4m7zper3kC0to67l64IW6S//C//G7wpldyP2o7XlM/Tj6V+x0Rm9E5bTByE1QO0vr+Jm198gdVbtzBbKWP2g/fwwccfwJoZh1XICjOxkGGwEQizHQZgsKkVeEmLcPIOQuHPJg0p1YeO7VPDwlvF5IMkKZ2B64xhZGwElQ/ex+mDQxz++RKWLn+L3/3D36M8PYmZc2dx4dNP4czNAaUinb7kq00bM4Ik7qMWpGhgx4oHb+7g3gsCgtIVzckodLgerGPHUI4dfNBoYunObVz77W9xcW4W+XIZYB6TgALlS6HsBXXYVGsQMAgYBAwCT4LAMwscImqJw/CyHEcjdEXGXlarWYc+ObKsAxEmUYS4paBhiYR/LCUYcobSp0aDgggdXzuhGJw4M+8wwlUQwwk6yBV8TIwXcHK2iKwdwQ+7wrQpiC20YiY6c0X4xk4UYrRUxHgpjTSj2whyyM0zK7gDy3KFjZPFumOZKZwmT2TUBW+gzLRu39nA3btb0qYq7oroVpHtY6/hYHnbRdBto5zJwIsZkIVXU1/CGtiiK4SpRjvCfiPAjaVt3FrdQrMb48T0BM4tTGI0m0aKyQ6p7VFD8RMPx0PpoKm1oYC03+hgY6+NMAwwUUrh2FhO3hSSqZcnbkxfaNavBgG+KHxIGeiAz5l8NEVkJUTYW13FxmefYySbRf74HNxjx2Dnsoh9X8xGy9lweV2Sfv2GJI+90O0eCczRo/oRSmUAH0mr3UVcq+Hg6rfYu3kbu2ubInztez/7BYoL8yjMTcOdGgPyaSBFx2QZ5tkR3x/VG2LUY25Vg1w9kQbxESioai2aVrqODGtNszXlcyEo4TbLxUpAcPm9YY6eEPB82I6P/IfvYW56CpmPP0RzdR3t3T386e//HrMnTmD69Cl4MxOwaZrE0H+8l8wMr7Qe8qsj6bRihYBqX3T/hb3j8nsqMbaFnxzSjhBwKz/+MfbrNdQW76H+xedwOx8hdfYsHGJAO1gCIm70CyPuETfOnDYIGAQMAgaBl4HAMwkcaowVbLUglgnGHjJucDB2HFv6OggTJukgyQgnXDg4i/GYkUy4Q+Zbad45b5eygZQVwgrbSDlZjJZ8nDs9jpGMj3TMePyRqINCB02dOItLEytuuFYsE3z1OQDBcFgWnTGlzTvbkO0DIbOlBxHq7S52Dxu4dmcLN25tolLOwqPkEzYQOykcdlJodNLC7IMmXJy8JBF0mKfXiJjKVP2rNlq4ubyPu2s72K+3UCyVsTA3hdNz4yj4LjxtRtKzxZC4PNb/o3BXFlMH9RZWtmpg7pSUXYAzkRMBjMRYf9R1j9WgKfRaIMBoQSI3DJ9hvjehSGp3sLKMpe++w4l338HkuXOwK2VENFMUrLdQn70W5Ms3ju+MEpw4EcB3qBPDanfQ2tpA9e4NNC9fQX19Cy0vhfmz5zDz7gU487OwsinE/IAwGQf9F8SkghTZxX/1PvbaSX6g+C1ILslzyeOP3O7Xw1fXVmpOhowQeIt3TL2MoqjC33YQ2zSRCoSgRA2It5DB6NwMRsMI299cwcblb7Fy/Tr2uh2kavtw9ueRnZtGnkIWNR7M4yEWqfGQlFC3QgGOvPzzfsGPqE/3T7fF/nsW3HIRbjaLyr0FxHvb2L96BTZDEo+Nw85kYXkuYgHY6/Q8PvJmmwIGAYOAQcAg8BQIPJPAwfbCKES300EYRvDTjph9fLQjIEeoIwauIzrg+Iw/T1EAyOWYBZjMfhPtTgqtTksIJmTymSwvDtvCeZs5NMQsImykKdhwFCbjwdAuCaaChykSdJRTNT3KxTFGE42A7f0O7q7t4ZurN9DpWBgdH8PHF2cxPpKBJ5L5WVjeDPCnb5uo7u4IAaYRAIXQhuPQ96Qr2qM8w3a2dvfx2VdXUOsAhXIFH753DicnMqjkbSFIMboXSPtjoyOKHvFvEN/qYRMrW/sIuhGmK2nRR4HHcEMc9x/vthzRpjn0ShCgFpBJKuigTK1go4Hu8ioOl5awW6/j7KmTyJ45IyTo0AoR2Y4IS/363Wb9kpJxtmBRANnawtYXn+Orf/jvWGBG6zPncPynf4HU3AycSknmyaATON9b8vNSffAKbgNp18vw9v2aXl1Sz+yHjicS48WRA8bis0Ro3RDl8+dQmJ7GwscXsfrnP+HG1auoX/4KCx9cwIWf/4W0jeQ3TeQNCWFZHqjX0NlMHvcb26PnuWwo4YH3hR2MI4x/+L6I6nf1f/wDgqvfIVccQer0STgjFcDxn/lr91zINpUYBAwCBgGD08V0UgAAIABJREFUwAtF4JkEDjItNI+izwWdJKmVoHN2RJukgdR1g32gaRV/D1vExCS1FI6FiD9OmjEvRspBvphGKwxx0GihrbJyU3tiRTRl4IBHgYOChiWSAfMQJ0E529djB0Q5KQjU2iFqnRBZzxEaEo6THC8PGx1s7zVwUO9gpFzC/NwYJkfyKBdSQnYhk1Ort5HyO2JmmZnCyfSIbLysxPIQWTba3QBX7m3h27sbqLZjlEXukVGcnshiNOfCcxjHX/pYSJsLzSo8HKM+fppZ42wpt8l0WAgiC83Qwt5hG5u7NaF92a8VcdgAMszFxQA6SX5I8QoknQtr6uHVb6y3xWKPS2HvIrPxYAQSYAsGWpXs3aLEeYE8wadfANc81+6is1vFrc//gNbBPi784icon5iHU8pLu3nKs9QYambwdbl5pJ0vvJg56MDa2kN3cRXL31zCwcYqZk6fwOj58yicO4f0yXnY+Zx8eJn9wrZE1DcB1VECR7KP1Jw+GP2neJZZmyJetENzSGo3++3It5ontZ9FnyDeYxGsQghLsi+MlscbajEcbt6Gm0ohNVLGmGfDmRhFc3UVUaON6//6e5SOzaJw8jhyZ07KrOhCuyOd7R/SzRd0SvcxgQmFIdeCVy6jcPwkFj76EWpr67j+b/+G056DAj9AXhmgWauaaHlBxJlqDQIGAYOAQeAVI/DUAoccFjm55iDl+2IGKwpDNBsNBAGHXDFfL7unrAl6g7M0Pn9A1/UAHgnb5MiOEVn8Sa+QdNrD6FgJyztN7B82sX1QR95zkPGZMdkVQgYZbfqStLoBWp0QpXwaOdo8cxHjfQzH4k8eOmh0cdDqYiSn7J5poWEB7U5XCB209c4X0hgfySHn2cJPg1nNg26AbqOFsNMSPhyhIpKMBB1XKXC02l1sVev4+sYK7m0dws+WMDc1gTOzI5gp2GAyXmn2INlKRZIgjEhwSR5ThwZXA/hK/KLYRjuIUW1JHw6acBHEvcMu9moB/JItomORzOFFW5okmV6WOaLo8KVm/zkgoFm2XlX6QegdSEiCOqdEECCiAL62ibWr36E8M453f/kLxNOTiHwPFjNpUwOizGxeFVua7IIghgSpDkdBgGBrB8H179G8fBnr17+HO1rGmb/8FNlz5+BPTwPptLosgsVkcmriQNbLJ1RWpp9VPsO9B5dCjV50Ab3/LGtRl25XZhER1en71nvJbKl4FUQpSoWwwW1+L6TXV0Q/EO1fIvKGFDBSLqJ8+gS6t+9g+U9fYembS+isb6F7UEecySE1PgavYIuZFRHJ6iETPs/S1aOvTUzk9DoewaIAyM9aOoPMxDRO/sXP8d0//zPufPknjM3PwSvkkCox0SFt4ZI36gE35wGHj6bJHDUIGAQMAgaB1wmBpxY42Akxlnguivk0Mr6DRquL/Z1dtGdSiJASQodO+yc7TUfqrvgxjsxRC8cUxqtiOQs01WojCANRmuN3KpPG/NwUDtpr2Nmv4t9//y2i90+gfG4Ojm0jDGM02wHW1jawvrmNrZ09/OTieRTnp3vNCbqdGBmHXhYBarV91GoOuqNpmh4LXw+KJxQ6HMcSucI6rUPs72+hNTYjwuAy5OO9xS3cuLuDjdUqwiCA7xUEKJylZD9I7521LXz53R2sbbWQShUwO38c54/lcHwsDVdJPCzHHCFc6zGVa/3rEf7QjeSVDlpBjP1mgLXdlsjIbnlpYepfbYVY2T5APlNAKuUfkZdENkJazPJqEHgq7IMYnXtLCC5dxlwhj/zCAjA3gw7t6YMAaSetnspX06ejW6WwwbwaXFvo1lrY/ONX2Pz6z6jdu4PjP/kJRt99F5lTJ2GXS9JJ2nYRxpH40fhQP/WD9Q8e7esbHlR+8OoXvqfIS97nPsX8OkVigkVm4+YnxZGuYPkCvNNnMJMpoDQ9h7U//gFLl77DveUVnP3FzzBx7hxQKgFeWua74Nvdr/iFd6svxMrvn2iQ3WH0qoILzLmY/eADpFtNrFy5gqZr4czJ43Ig4dePmmmqXAXNShLTVItjScT0CbM2CBgEDAIGgTcBgWcWOIppD3OVDNaKWax3DlHdPcC16x3sr6eQ823MTY1gfKwssKAg4aIFN27CQwc+TQ+oKVD5LOjqSGdrD214Mcu1hNBBR1iG4udYlM+mcGp2DI7tYHl9B5vrW7h35x7s1gHcOEQYxGh3Q9QbDWHmNT85gkImJcLEkwiOfznfwZmpAqJ2A/daB6jtbOJ2UEWzuo2M62G0lMfc9BhKpTSmp4potw/RbdextLiEuNtENuUjDiLs1zqoN9vI+jHaFBloI48YgWWhG4Q4qDaxvLGP1Y1ddDo2fMtHq7qP1ZUaWrs0tmA0rhBxHMGlmRnHZsfB9NQkKsUscml5ex7NM2gVhy0EszCmuBah3g2xvF3DXr0tkxo6tsjefndjF7OTKZQtX0pFw0+qapDD+1FD/KPpGa7Q7D8IgaPwHSw7VELNjvdujMjqGACdALvLK9i8cQPjp0+itLAAK5WRYqzN54hmOnz65U3V1Qy29ex7w8+MflaG58DFkxV2pP9JEKG5toWDm3exceUawtDC6IcfYeSjj1A4cRxgKFUyrQ6zU8s+CJNMVq4bUKQnWN2hzgz6bw2dfLZddlppMZRhZKI+SeBReGvSpdcWL1HUi7rUWa0BYlJShpPN5pGZnIZn+eh0A1h37qC2sYqNLy+ju7OPyXPvwB0bB4rEjLMmg3aTQ0+TtuCU9GqCEtQ//qa8w7J+9oPhiAUwsPjh9i2R7T139jSiKMC9f/2f2FldQeXrr1A8cRwpJjl0fXV/tbChCBqgS6joHp8sU9IgYBAwCBgEXgsEnlLgiAXjzh6UMo6IGLU+WkS73sH29gGuXdvETQQo51w4n5zH2GhF8Ee+HSOXChCmusi5IRhfJYhiwSQzqpSYDEOMjBsg7wVo+yHSbiyEBR3ZspDyUZ70MTVawcpECX9s1bC3uY7d5duIw65k4ElXqYx3zpzCz3/yoWQGlP022yikXLy/UIHVqaO+uyE0HEu7bSzdjpDP5XB8YRYjEyOojOVwyrcRdrtYXmxgc2MTezu7vb6PjIwjk8ljfjqD3b09pBkTVzmiU+hZ26pi76Apou7k6B8StrC/toiDtQh2TJ1GhKDTRsSQvjSNYd/9NH70SQqu7yObdof5qYc+NCI2FqNrxUBgO2hGEZa2DrBz2GLQH5Hr5KDZwt2tJj7ojIlIXNp8qjem9zb6TWkmJXmK28n9fmmz9aQIaHyHmdIevoJxU4JCEnW67LRDxK02wnYLm2vruLO+jplf/TXy88cQRxZ8PwVQ4GAQKJrs9CrVrT4ptQ8vz1r1jyX5vokmB5oTHlpA2EHcagqfhOqVq9j84zc42NrBzCcf4Pzf/g0wUgIyaeFQLWe/JWvOvBpS7DiaFrbX66Yooo4MHuxfPEBb//CjtxItPaIO2TTNpvpE9LcUaL0GZe/ku6nQFCuaHvFFTsMdn8DMX/4Sxdk57H7+GW5/9y0Obt9FoRUgc+YM7DkLdrkikqH2HLVYh56buA8jRUOPqN5Gjyq58fCOSi2HvOuqOdmmilxlz8/Cy2XhLt5BY/EuFn/zLzjp/keksjnpWEa/D5alApwkJMnoCWICjCG6zK5BwCBgEDAIvM4IPJXAwbmspJmC79o4e3wU05MFkZCP+R5YJu1YKBdzaDGSjg0cm66glH9XzMzlMmmh2aCzOccXLhymOKt/Yr6CsZEMOt2OmOmnhiLryLDtHGroW0rCJ0oFfPqj94Wg4SCAw7C8SrCwPA8FhrXS/qhqjBJhazm2CnrGUM5nQGdvaaYRw3Ud5DIZ+CqWfiXr452T4zg5nUPYOSWcVFknq0t7PhyHoUZtNDvTIppWPuOLfqR8F3OzI5ioZPCjc7NoWtQ+9EdPkUlcaHgiEZHHpdM9a7UdkTckl00mKRTdeKx/xDJtAfUAqLZDbFcbaLY5estcIO0oRjOIscckih0gxUnjx6rZFHoVCBx1b/jscdFySLt2iM3LlxA1W5g+exapqWkgW5BvlMh1oC5QK3394NHnu6fp1uuB2sW7SO91oF2rYvvLb7D93U20ggCn/9PfYuTcKSVs+Mo0iIKSrIn/+XsZfRig+aE7R/byoVc8/slk3XRki4EU829QiIyRPraAsXQa2clJbN+4gS/+5TeYWFzG1AfvY+Tjj+GNjsjAAo/f4HMqmaBbhG4OEHUZTc1BKpfB+Z/9FKt2jJXPf4/ZmzeBfBE4eRZoc6xgOfdhcUeeE42mGoOAQcAgYBB4WQg8pcBB8qTYwSlTmmqMFDMoFzODs5vkCgSHz3kvC4V8BgVGmCHDQFOqSObWYNx6FqXAkXIdVAoZlAoZwViQgea8JsdZDmHC71M5defTPrKT4yLhHwOekAFTWnxpAy3Ta4j2ktfKiDhAMZsWbZEdF0FyREmVR43RJpnEz3OQLWfhlLNCMOoqH1fyP6I9dY2Ys1W0kseLHRvpfBpePi2Eo5bSfKjivRXpYj3sn5h9Vs7xco6wV+wxNiSGgpcDcNgKsX8YMnAR6MzOaFki1UEUoYEI29U29hl9q+L3sH2MRnpFNMOXYCt658zG0yGg7x2vFs+EYq41ey3OMwoaC+hnvdNBa2cHi19fQtp1Mfve+0iNTwhHXRooioeKDN+QlcrTUfh4VyWfif42CZC5dcQ3wYrRWd/E4fffY/vKVUSxg8q5kxi/+C4yk2OIvFhFn4plBDx+QdRDp+tUu49H1AstpSl6vo0Mm4eJ/jKZoPggOmJyxa2URa6LLE3O0hlstdvY2d1F6+tvEGcyKJ8+hTSd7TmBIiY1VK0aPK754WEXlPZDn+I3SC76iN4/es0qeI382ifL8OMmn0E6kjPM+ejsLILjJ9C4cwc7d5cQuxlMjs3ATsls8UwcKLRBSWhJRnI/2YTZNggYBAwCBoHXGoGnEjj0V59DFxntpPZbCATsMs16IuZ/suDZMuO1OizHDI5BIUPIDo4g3KOzNhcOXoKRZ10UABRDzwroX0hZhrwUy/HHfBoc12gy7PKAGkDFeWXNIKpmQkASra5lG7oOjmlM+kdfVgZPIS1aAyP6yolZFaKXNOmhOKVoY/1agNE6CpZhtPkHLTyv+6H7zrKk6UkX+sO0AexWA+wfRLDsFCwn6OVVo49LPexic+cQu+UMTlQeRplsXd2OJyXFlH9MBIivfo70+v5L5RmpW9R3JAaadbTX13Hv8hWc+fgTzH30MTA2JjJXi1p5mWD29DX31/w8jzyyFfqc8GF3LDQuX8P+F59hf2kJx3711zjxN78CxIy8hTgK0RECCicl9Js0SKlu68GYDZZ/G/bE7eQt5XeJYXD5IeTX5cRxjE5P4RcXP8Rv/tt/w7d/+hPsTht2t4t0sSAysce2jwiumMDR2IkHTwOoDvI71zv/BKAlr+F2cp8fTTuVUqGPA5E7ZOLEKVQsF7/53/8PrG7tY/yd92GP0/+kKC++r5InIMYUNQgYBAwCBoHXCgHn7/7u7/7uSSli4EeOCP2/WESHishI8Ay1HmrAcZldXAyM9NEQc65yIBITXgz/SM6a/ySDTWZezPSzqkjnz5AcmYggJSM/SuFDaTo8ZvdVAoWoSJgqyVlikX9D5f3Q+T/EoE2eh3Up3xEtcHD4Fj8KEKpOnhMaDUUqz5NinqeAwJ/FvlOAERoK2S9xHQmSk3sSE5ZV14teh2TAIpGw0OGgPHReIiN79aj/TFZIXw36cNxdr2JxfR+bB3W0AwpBjhRqLMB3LKQcC5W8i+NTxZ6wJepXxImVxblK/mSoTxp9ydNyLZ+BR1Flzj8MAQV3j+9L8n5aq9d/gOi0IXOt0AfICrpo3bqF5s1bsNtdTJ4/j8r587AyOkqRfqn0AywfLrbZewiHiJNv7uBBTePg0aP3hNaPz7v6iY6xqHqf0emgvraOzT//GRtXrogcNbO/+BSjF84jNTYKK5UV2kHBoNouHMvpvXtiboJdEO9z/50cpuRJ6B2+9s3YZ+4RS4UEtmRm85hfVwuW5+P/Z++9mhxJkjTBz93BaSACwSMjMyNZVRZvst193Tc7Ozt7I3cn+3j3z/bp/sDJysnuwz2syMxd78z09HR3dVV1kayszKrkJCiCIMABJyufmhvgQCAygxczD0G4u7mZmtpnBriqmZpqOpfDxNQEOrvbaO7tolXdlVge8XRKNnIzqKL+Xqv2hj86HBTh5XExjObX1/qsxy+VSKHPjf8+3eY6Ej/EbnXgeAG2t7YQKxSQKU9JnBXGX2KcFc2TohP+mH4/OspwaRAwCBgEvocI8Nf77I9jrXBoYYhscPKRB9nSgjXPIlxHbB/kfRGoDeFaaJcZNArXYSysvlASykUU6JnGKnjNM8vyWuqQmtU/iWEW5mFdzCArH2Ee5md5oRGelTATCizh+4vP9SFQ0xyLPIQPmCbkQzMtTU/qDFc1ZCJZ6OmniiJ5YJvHHTqn4CQVD3KFVUu9g9SDV8yn85IHrrwwuvjefgM9j65/Gb+Y/r982LSNti3UGi1Uay20e2rPh/SNBmtATTa2C/d93piJH3OcOwK6UwV7tVxHd9Ky/4du2zpd7D5/guraCyxeWUZxeQnI0yRFBZET/kRpVJzqryUHlJDW9KMN6fdzNPEY16TJj54mjw4V2vTV99F69gQvP/yjjOvC8jJmf/5zJMTtbVwtT/KJfN/DwuF3qs9atCHCWv/JMRj9HmYNlQHptrAPqTpwHxztIi16eXISmLt1C/lCFk+7Tey8eIH9Tz9BvJjHlBvIXo/BTEr46yp4huMrKs/3cT46VmN7gj9ufrg2xx8aBvmLxYGMDduJY+7tt2WS6utPP8XEwiKmFhZCr2Th7BKHlHgNUQN2nFJ8dA5NToOAQcAgYBD4NhCIigNHql/95KusWq7gmasMSU5Y8WwNPuMq4EuJ7yAqC1pgj1bOMpqeXkHgvRaUojxQKegrBuHLkisPzK+VkShtXrN+Pht6OZLoyEf41IUjz3S6lA/TpT1DBHXB4XOEjBL6bLq7VEESKaNFP8x7nINmZISJKx21Zkc+sBPgJ7AYJI1Khw3u4a+3utivd7HfFLlV0li38Nc3FeMdU2kkpj/H5eo4LTB52X/6M0AjksJZ4l4HaNWB/V08f/A1Hr14itz1FeQuLwLpuPryiUvUUGNncX2M6T4O21d9dNEjn/WwGa2LQuPLF2h/fRfrX3+FyTduYOV/+Q+Ic89JNs8gO8IJV0ht39aLOWrvhtDShE/zLTlyK767GUd+Z+R7yx8gmcHhD18M6fIUrv/tXyO3soSN1Zd4/A//HZsf/gVouVAbu/h9JiGNadhcDe1o350WDU4wxWLKRS5pcc9J+Elfv47kpSX4u1UET58BT18ArZ7q/7DegNMlQS/k97TMmPIGAYOAQcAgcNEIHGuFY5i5wRuJM658cakJsUE689MshCsK6h0ZhOYRaqqu71w3UkR5b+JbTysEqqRaI4m8b8Iy+t2rScg9Z9FCAqR0IM/gscoX5lUawHDS4G5wpekNUthEpoYaz2iG6MxktBCvuQk0TBstNpr1Vfc0Q6MI0ei42NztoN7ooOv5cBFI1HNuGqetGucZPZ+B02zUGRhws4r4dFqixVOWpbKmFDX6UaX5jlY0dO2kQwk25PY0TGuS5ixoyneFWHAY6UEhT6gBcmWDm5Z8oNdDZ2cHtW8eIWFbmL6yjMTSHOxiTjYU+xbFs8FUNemKeVaf5gBwdl+0C6PXg1zHvNJEqdnywwnuVhPu9jYeffghGhsbeOPXv8b0jRtIlEoAbfs56x1yYonXBTKrGVe/B30u+u3gFyuqTfVz/DAu9O9YpDWCSqSTeM9VDskarhhbyQTseA6JdAyL770Px46hdf8pdu/dQ+D2MPPT95BdWgAcVy3zDqm4EeKReg9eRvok2h9DoyksJeNh8Dsn2WWGxoYdj4H8Fmdm8MbPfor93V18/cknuDzPAKt0ehAXl4RcndUO147K4UGeTYpBwCBgEDAIfFsIHFPh6L9ZBhKRyDXK9ogzk33pOWyRZauldPVAKyV8ZfDtyGdaWKe4odzaiqDbR0Qskwf16fRwFl5ePuEbSHEXeR0JcV1gzPkgu8JmpJVaBjrQrjHU1MubMlCEhYP5hqgffDyU8kpC/ZykyA83jNfaXayu76LW6MD1ffSCAJ5Njz+28BUEAXwGKLRsNCXvNsqFaUzkEwMzmJCyuAQQU4aIcDHawX0uzMVpEKCC0Vcyxg4R9gE/3KTTQXtzC6uff450KoOZ6zeQmJ0CMlzNEtFMlE/utOEI0jtuKJqPJf0axtW3VGcaeIuSlNEhKvdhYzh2aPoVeOhsbGLv3j28ePgI6XwO7//VX8OZm0WQSCKwGW+GBQfE9JXUHQLTxydSsYx9nVmz+GM6R9ou8wAcInFGGKdtqYPp6zdRKBTxvBNg++EjPPv97xArpOFkkhJsz6JpE4X/CJ1h+PrLnSq5n++QkSTJYaZ+3gFF+SVhulhW8QeYUdQd5Mpl5H75S3z0D/8fNh89ROn5UxRjNhJTJbWpj28q8hkZw0PjYeS3fEzVAybMlUHAIGAQMAhcOALHnh4UpUBEGL5Z9Ow3Z8Oj9kCRjQ4iJFEUDvPS/ZP+HBB/NJFInnD1RFXA59HPMF7he2xEdBnOE72LUtI1a7FOn/t5+EI7widKf9z1KI8az+F2qVqP89LU/DdaLbxYW0Ot0RRZjxHPOcnMNzwFTyV8Ki4azTZerK6h0WwJqgxKTPAke595TZn9x2tzfDsIRHYwtTtorG/i8aefA4kkpt+4BaeYVZGl0UEAOmGmrzJPrWjxymIwSIirWc4UH+dQUwZK7TjaCGAuLpfR64MPNBvYuHcPn/79P2BydgFXf/E/wVq6ChRKCGIx0G8C9x2RL1nciH5J+qOONEP7Sf2zc5xG/MDyHujCMEFQIpj8ybUYxySJ+MQElv7D/4zyL95Fx+ni+Yd/wovf/xF+vQNor2HEJ4r7gQo0gGE/DP0Oj6bpvOPPzC0H6+ByKle46FntjZso3L6FZCGLx//8j9i+/5UyH/RcWaFzLNoJKvNTTWLAtErRnIymD/KbK4OAQcAgYBD4NhA41grH4B2kftb5X7+jBsxHU8K5USk4eBUM8p7mSs/bKjFYG23puxNTHjRSkRi9PzFhhdWrio9WRfXglUzox6FQ1naBWstDpdpEq8c9G3EE4vKLVDR1rlswxrmDju9hv93DXstHrQMU0nSC5IvHLa5M0Wd+/9CXJKNJ9R+aizNDQOM8SpB9waCWngd/fQvO1g6KiTSy5RkkZufE24+yX6Q0TmmTCkp4yOxvuFLYH1N9SV7nOnDWrOizzjCskIapeoWGHpA4oeB2xPzLrTdQu/sVWk8eIwUL5es3ULpxC1YqrfYcqGbJkNL1RFcItZLPWqLDUfOivu/9koPk7/PVmO8XWzjaSmaTtDC//qozjUk2VzlicdiZLFLZOKbeuI5uYx9bdx9h+97XKBankb/FOB1zsjLGVZG+m3Ldn8SxXzEv9I0+h5X1b8cwf1hf0JxUOpsBj2wgkcXU7ZtwO008+9d/RelxGVheAOZmYSWobNBPnmaBV6xL1aeU4mhFUT76zEUzmGuDgEHAIGAQuEAEjqVwDPjiD/iYH/Hobzwz6/eBTh9TZEDzmFdCUxOMmATopGOSO8/sGoZxdYwV3sZlPEIaPU7VOwH2Wy56oKkEN2mydrrM1Adf8jZ8i7HZY2jTo1XbRq0N0Jsqo7Xb3CcwtPalW8DEASVN0ZzPEYE+3JTMlYmSt76BxN4+Ls3NI09lozgRmpvoTbXiu0h6Su2TGurMYzE77uukBVtNSPJwu4Vs1+AqhAd4PaDXhVfdwc7nn8LfqGBhbg6llRWk6YWI3HHw99unqUV+N5gkz/lvXEZdhhy86rnO9/09R/shigbT9TPpF26xkj0doctxmkxxY1YQYOLSInLZDKrPNlF7sorKh39GvJBDamZGrURR+BflVOEkJrKCq65Fn/lc1xrF9Oh9EM0Z+K7wZyUSmLp2FW59H/f+/r+hvfocWFtVsVn4G0YliNWJkhKlEOWG6cPPohyaa4OAQcAgYBD4dhA4gcKhf9BHftQp2Mp0pG6I3szAF5MWePS02SE05EXBvR1RtnQ9+hyhP+Yy+q6Jlhj3etTF9Vlzqe8v4jxYmdG1vZpTz/Pg9VzxvR8TGyhlhtLxLDzdaOLpVgctK49u4MCDrWY5KYCEmo0gH9C5qoNGEIjDmuf7PZRqbcwXE3Ao1IrJm0YvomTIxvNvAyWNzY/xzPEQdp7nIeh28PWDh+htbeHa++8jzUB5riuucNUG6jicvgPpcEY4FMF0jxLFwerZKKbjxx9TtVEVlRh1L3KiuI5mHJokbfdEeOQqC9Bbe4n6l19i9clD5JaWceVv/w7JxTLghN4JQmcS/LYP/XSMshT9UnP49VmU0Rx9eqDkUEK/3FDqd+8mymfYadG+izLMdO7L4tE/iwe+iOZAhKwskIjDnojjzb/999j47A6efPgx4p8UkPRcJFeuwc4XgBTXofTu80itoTKiwOd4DMekVMzKX/W7oOjwv86lUvg+8GGluHpBjRXio7u0VMZv/u5vsPHoCf70T7/Fm3PTKGTTgJeU/R7KwUBIrM9i/0LBMwZD9cD8NwgYBAwCBoFvA4GoZH+E+vWPujrL//57LTTZ0FlCalbUi4w845tAiTsDoyiVWe4lT3RGXrM1Slinv26T9iBf9B00SB1cycTZ4PacrobbMXx3WJWa80Fu2fxN8ycGVeSbOgiwu9/Gds1F10rB5eZwvsOtMCBYKJSwBpagi1zOh/dgY6vRxVatiZ4fl3e+oC9VUlChaU5YvwgVlApCPgbsHMa4ST8uAqOYEnr2XUB3pm2gVkO1uieexlLLy4jn8+q51KP6RqkDJBTu2Qlnhofjt1OzAAAgAElEQVRIq8dH5E6PP2ZXVIStcGRQ9FR1hp7NuLrRamDv8WNs3P0K6ckJlK5dQZbmMakkAtnboShw7JIiafT5618wTd3If52uz+FM/hEb8b3O1m+ytCLaH0zQ9+rMvPq3TFLkhpuzATsZoHjlKvyui/rWNmqbW3j58Se45MSQuLQM2UROX+SD3ohcD3MxFlCp62A+naLP/bJcthAf5RwBKgJ9YiKPmbdvY6daRf3pU+w8eggnmUJ2finUMkLlZCyPfcrmwiBgEDAIGAS+QwgcU+HQnOt5KnXP2Ul5kRx4m/D5cF5N4bCzmAOQ2lhah5U6XTqrusDqXsOs5kQLEdHsgQT5suNxyEqHF8CxHVE4nMBFvdVT5lRBHH7gyown3fVSGBSXqkIqCGeTbQQSMMzGdr2FzaqDup+H7dgSR4W186O5UVywL5VQG+XKXJ89Av3eV5PAsnk2qNfh7+zAc1242QwwNwfkcmGwPNUvw/2l+69PLSKcHodnXV7NLuhvtBIR9TO154f7fuh6Fds7WP/qazy+/zV+9X/+H5h+520grqN3hhb3ZDYszkstJCvOJCVUmSKZjsP2DyGvhne0LZENLUO4hRMLehyo4uF3lpM/DPxZKKJ04yZK6Rx+///8F7z88COU80XE0xlYpQk1ySBdPYr7gJlI16lBFlaop5IGfTjK+Oh9SElIywwJkMkAl5eRWV1FZm8Pm1/cge0kkJ1dUBt5xMdzf+iEBHWL1a2Yl419Mlq/uTcIGAQMAgaBi0DghAqHYm34J/4i2D1dHd83fg9tLRvCDZehcNHxgN0OsFdvgV6qAvquPzCrPRAWonRJqtVqY7fqYKcGpPIWUqGpFqM5/GAwizb6e3Kte0zM4VwP1dU1rP3pjyjk88jNX4Kdy6vgaUfuJE3xZADoakJ5T1RP8SpFhVZmqgG0O+hubGD3w08Qr3ewcu0m0gvzQKkoqxsqOJ2iFOVG0x7P2aufji9jUg8gIApHGBEyXQDKwM1f/gaVwl3c/ctnWIo5WC5kAAZiDDf1c7/X4EcguiZ93D48wI1K0IOg38VUihi8MoupW28hCBK499t/QvL+AyxfvQ7MlIF8VpQi4U2oqMKaBElqsnys0w/hwCQbBAwCBgGDwAUgoCcrj10Vf8RHP8cmcoEFRnkdvb9AVo5YVZTDQRHOZspGcPHwQm9TKtjfRrWN/WYb3S5XNpga6Z8oKV6Hh2zCDHy4rodmu4dKtYtGN4DvcFM5PdZEbLml4ihRTcWczwIBsZriLgmuEMgnFJooObE7uy5qG5t48tkXSBeKmL52DTaFQocxF16zIjja/5ExcFTeNQn+YPBDQzv9iSEAY9jTHt9r1tBcXcPql/clx8LtdyTeA/cGSHwIMZ8Z8Ct7NzTxsczoh0c5jyXwo0kUhLgvZmjJQ0nfnJzgzwIDfgbcIxdPAdkJTF9/E3O3bkuv7j57hvUvvkB3ewvotGTzf0DXyjIefXXuo6n6gyoIpyX4iQr5/WxHvRAtgeOCdl8JiTpPE6qpazeRS+fgbe9g9+5ddKvbgEeXz8rVOtfKJMhloGI8qd80VioER1SPozJj8hkEDAIGAYPAWSNwYoXjrBkx9I6JgMxWcmO4hb1mG8/Wd0VpEDOXcOXj9XN7Spq1bVtidWzu1LHX6qDF17mYVIwT8o7Jp8l+ZARUbyj9gtdySKIPtLpoVnaw9vARnIlJ5JevwIolwkjb7KfzOV5HWSkgytEyJdrezjZqz57j2bMX6BRLmPjJzxDLZCEbivoscmfG6yj3M5uL0yIgDs4CeK4Ht+fC5+Yu4s+VhOIk8lev4f1f/xpus4lP/v4fUHv6FGjUxAGALZMX8qsS4WLwu6CVDY6Ak5tbkp4uT4WDKxwpIJ1FenIa77z7Pop2DN/8/l/Q2FgF3BYQdPtxZqhwyE8em6U/wi1vzGEQMAgYBAwC3wUETmVSddoGGJHjcAT1e1O/2g/kFK9gSjFgdPHN7TraXQZ6U8Lcqya9+7jzLe378IMA9VYHT9crWCwz6nNGAsVxO6/WSA/l4wBjJuGkCLDPpQe574Y3lPM8F0GrCe/pU2SrdVxbvorCxKRa3UjElDvcMALzSes9rJweJxxRUZGTQQR5qGguobveXk/MqZ7f+QpbDx5g5f13MPvmDdiFHJCOAVSOfI4mUlNntV08UvugwkiiuTwWAhrDsBBn/Bnrgsncn8VtW3LHMZPkikIKDqaRtN5EYbeCRr2GnTt3YTtxlN5/X/Z82E5/HSHiToyOJzhELQnWSKrK2cTgN2OI7xG++s/6qzHMIMyGS3uc9Qhk70bm1k0EexXsrj5Ge2MN3vwk7NgMrASVkxh8if3CFTcVe2YwWrVdqf4V69dqLgwCBgGDgEHgghH41hSOw94/F9z+73x1gzk6ZT+tFi/CrZkWwHm+mphDNdDu8l0dE5OKVykcQ42mqUUANDsuNnZqqDYmwT0hSTq1oUARKGElWsb0XRSNs72W/pY+URE0LN+F32mi9vgRnEYT1954C7nJMoJ4UkzeaD7Tl9nOlpUINdXjogOFm4mZIqNQXCh7ohQFGxXsPnqM2s4u3vz1b5C/dlXcrCLJWBBO6DqVQq6iZ8ZRBOKzuDxkIIgqoMFmJ/LDe9tCQPOlmAM7nUDp+g241T1Un7xALFdE8coKrIkiLDsOy1E7uqh68BdBkRmYU5F99QulK3p9g6gIkQ4PVcoaBHfkA1rpxWKILS0h9nIezv0U9ldfIDmZQ2miACuWEt7Ub2JIKDxZkkg1meNtuJbhnObOIGAQMAgYBC4CATP1cxEon7IO9brkf/XxAs6EK2Wj4QF7HQ87jTbani8z0UetTjxYyZQn43JYaHo21psWXtQhSod+Teuaj0rX5Ds+AqIg2gzWRp9i7EfaqLuw4KLXaeGb+/dRabSw9ItfIbNwCX48hU4ngCchL44u5B2fs2gJkVJDIZGjQpZgJMifv7WB3h9+j6lGA0uLi0ivXENsdh7I5oBYCrASQMD5Dc5CqxWOKGWROEn+opoyVPmP8EZ1JfyYBS8ZA/I5lH/6Myz9+79DzbOw9+AJ3M/uIljfAlp0oK1WDxRSYWHxf8e+5IfPj9d54eiR3zIVuSUkpcmlYkCWe01SWLhxDe//5td4/NVd3Pn974FWU/ZyWLYLJ2ZJXKLxvWh+vcbjYlINAgYBg8DFIsCfdnN8BxHQr0meB4dOVapHz/NR2Wtjt9ZF1/NBReS4h03TCksZIfR8oFrvYHuvBdLWZjS61hOQPy47P9r8GuM+AJyh9V0E9X14lXX02i248ThQmlQR5P0AsdhFrG70ORJxUsuCDuezZReyiiper+7i6/tfIUjEMH15GY54OXIGe0xkd/iAFq/YZi10RsfacC5zd3oEDoyuPklRdLkCwOjwjMUxOYnLP/0ZnEwBdz/8C2qPXwA7VaDbgdJu1a/A4RT7pF97ofuffT88DpQJl9gVUkdNOLBLJSQvLaOQySNbbwEPHwM7u0C311/AGPBE06zoJxxsr+XIZDAIGAQMAgaB80LAKBznhewZ0FWvdr4sIy9PziOGE4k918faVh2V3ZasSHgBTRSUZyn98lU0xt9xhcNxbFg2rfFtmkxjd7+Dre0Guq4nttnizz6sr8/PGbTNkBhGINpDsneG5udeF729Ctqrz+B7LqxsFpgqy34IOwgQj9lwuEJ17h1DIxpbbPSdAIjJJ4Dj+wg8F26zjurWBh48uA/kMpi5dQNx8hrjHhPOfOtVDf7ccAVHeUDzbQuerbZ2KPe6w5i86i6K16uuw0XBQzB6Vclzeibf5f5i5eC7PcRopG5+9463cDAMm5TnYNKfkF5I17YD2PS77HsI4jEkp8pY+eWvkC7P4smXX2Pn/kO0X64haLeBnhvG81F7I+jFzpY4P2rfxknY1C3VSoconsKrDzg+gniAIBmDMzmJ1JUVlKdmkW+7aH52B+5WBVbPBcek1B1lQP9mnv+XYxhvc2cQMAgYBAwCYxH41vZwjOXGJA4hEMoEobzBV7M6dHqv52JtvYJKtSFuLgPP6TsDir57VSmWH0ml5mLToan4eRHFo93tYb/RguvndXX980jpfrq5ODsEKHAxlKMYsHTbqG6uY/PJY0zMzqC0fAmIxQeCPDNThr/gjlEb2pXDgcD1sPvgAfafPUOmNIH40iLAuBupZBiQcDw2WtAc//RoqYNvxCA/odDpR4NF5x7QON+rcVwdxsO4vGfAXZQsPVb53MdFo0oLiNnAZAmLt99EttbE6rMXaMUCvHltMXTHTW2TkxoyQs+AmcNIiOohD2USxYnByeSw9M47qLhdfPGnP+PaG7dRvsVvy7iDqfrLMT7HuFImzSBgEDAIGATOBwGzwnE+uJ6aKl+RXK8YbMsMX8Dhntuex/gbAXZrLdRaPfQCB67lSPwMzhbLh+4iRZnQL2/eqz+mcIdAx7fQsxx4lgPLstHudNCo19Hu+KDjIbrQpOmMTYHE7wHcJNyfjT11Mw2BCAKc2OVsrQTW8zxYvS72tzaw/vQJsjPTmFhaUoH+GJgxNIWLFD+/S8rDeoKcZ44JDsB2D0Gjg7W732BvdRNL77yH/NWrwERR8Sk8RuzyR+Q/tR4n6x0niuLAMaw/h4nsg7E6miNsVL9hJOYhoBkbPyq6A7zwz7dUHApKt+KdyQrgSdrwigGVdy9w4fo9ePyu6Nl6ckoTND3zPrTSwRVM/Vy3iDumIzyO9u4rHo1mHboXfkawYL/QQwRjpMQsIJVAZnkR5Z++h07Cxu7GGva+/ga97R1YXReW6ykTrL5qN1TDkW+k2nD9S6+BDVQDrtypX0EhyJWUeByZqyuILV7CbruHvZdraDx7jqDZgOXSfYaLwFKe+gb7SkYG3ZG5MxkNAgYBg4BB4CwR4K+xOb6DCPBVq16VWrKgIDLwA9Nxgf0O0OgFaLuBKA4uHZXSPCrck6GVi2GhS5tDWHADCy0P6DFsm80AckCv00az3kCz6aPbFa+5oMcXrXAMXE5+B0H7HrOkhS/GgXY46+wxSpuLxk4FWy+fI1WeQm5xEUgklGCoC5z7N3gg9OkxKXJm1wWaPaDWwerdB6hWqrj+q19j8soKkM4A8VAp0nxSogylSllYo3wbETYPCpyv70z9zRgRn4cLkulxh25WX6inJkHTIgbOdJViQB0koNtovQZIQqog1wQl4JzQ7hOTVC/ooed34fnc+M8jyqm+Dh/p56KARJSNoTLRvLxmfQSWH16f4pDFCgt2Ig6LfRZnpO8AmJ4A3rkBe24S3VYdWx99hPbGFkBF03Xlh0H7mNKtPy4X5J7jXX8GLgW41kKvZuqjdCRq4hYwvwgsXwYmp7H/fBXVO3fh7+8Dbhv8JQtsH4FAw/GnR9gpMTpuw0x+g4BBwCBgEDiAgDGpOgDJdyVBCyY8UxBRh77bb3awudNAy2UsDu7BiL5UB6sY2oVlNPqwpiHijXZ7K9VxppX7MHvY3NrBRBIoltPwxBWSr/YLaEbM+cwR8L0AvufD8j049HG8vYdYo4NUPAG7UATyeYCxNyToY6T6aNdHkk99yTHRF7Ej1Cj4pVLwNrbgff4FlpI5BDPzsKcXgFRGydcihcqgihTUl+fFsKYfOYdtiKQcvOSG6dC9L5UOruCIUB34KoI6v1vhCqDeQMWdKOoIlxxlhcID99awdU4srlZtOk2lvLDPnHi4Aeuw9ovP4QFdoXRY3oPNOF7K4DflQDnRYyzEMknc+vlP8AIuvvzXf0FybhaF6WlgckqW4izu/4joPOT01NxqWIWpEWocd7EYSguL+ODf/Ts8+PxzPL1zF1M3biBG18tx7hkSbeNAk0yCQcAgYBAwCHy7CBiF49vF/4i161e5jSCwQCeV1UYLG9tVdNxAzKgo5qjXcyhIWFQ6Ii9sCjxyMD085DFzqY8oNkGAXs/D5tYu5osJBOW0EiPorlVc2hwI16apmfNZIRAE8Nsd9F5uINnuYXpyBgm6l02qmAlSTb9r2Zv9Hj0rDobo9KuS1IEDg8bODnY+v4NCroj0lauwswW1x4TjjoWGC0ZonpTf4XJ6REcIRy7DysUsJ0zmd6LPE00FQ+zkpMydxFyIHpnaTQSdFqxuFz4jdHsBeq4nyrfrebJZmu2jyWEsFkM8HkMqEYedSMCih65MTrw+KROqcCmHU/WywzmslwT6TRrTmiGTokjTBoVO3vd9HCIkdBpZkUDkDiYvL0uwvfWPEmi+XMXuwycoZPOwEyn5uXDkd0bxxuL6VyjK7fGvNSORISS/PZaY6qXKZaTefgeP791HY6uC5uNncLIZxPK5UNkNxygrFqb6IB+fFVPCIGAQMAgYBM4EAaNwnAmM50mEb8yBaQC9SXUCoLJfx8vNCtpdqgvaIEUrDuRHRQJWKbbsz1BcamFHcsgMrooY7UnkaM7cut0eNjYr2JvJwscs7Lg9iHw9kAXOs9E/Stq2Y8FmgLyui167jfo3j5Dr+Lhx9Say2byavWVX89AylO7Oi+oXCumeC7TaqLx8iU8+/Qy/+N//N0zfuKmC+3EzsaN/Vs6PKf2tCNEYOh1eqwJLQycmQZJEzYHusnxxs4rqHlDZAra3xPVqt9ZAs9FCtVpFvUFzw6YoGVw17PV6yGazKE2UMDMzgwRXAMrTAM9UwOJpZfnEeuRrTNMgTgowIdwQIuZDh3Pdb9xQFt2K/tOzudCCvR5gxTxmr6+g/Nf/Fvfv3sPjP36It1ZuIJkuwOK+D1utpopgLyZeZ8PGASrki98N24JVLALJJIrTM8DGJvY++wKx8iTyly6FxWSjUYTEEHCRdHNpEDAIGAQMAheFgJYMLqo+U8+xERh+WVLeowl1q15HY3cTFrJIIgEHXfW6l0lT7rTgBnJGS1C2zIHM5lLOofGV/iilg/sznMBFHF3E/S4cqwv6yO00W6jtt+Fk4ogzKrDnwYk74kr32M0wBV6NgAi+3LfRAzfP9FotbFW2kbFjmF66jFgmKwqHZAspsUs5OvQI0edXV3TcpwFc1wPHj8OI1K6LoNGEt7kFf78GK50GJiaAQiE0ZzkfLg5wLeN5ROjuVx1dOdAlOevNvRlq7Kvd5lQ0AK9Wh7u5hY3nT7Hz4gWaG2uId9vI2sBEKoMY9wJYNnKZHHLZvKyS2FSquFfK40ZzD4HnY3NjE+2X62i4HhpBgFi2gEJ5BuWFBeSXFpG4tAjLj4Venth5ZDiMVSLXmtdv/+z5vrRN4q3k83CuXYf7/CU67TZ6a+uIJZJwJrkUQlMxKgMafJ7HrNacQZNk7FPZpdlaLIb5t9+G0+3h0Z07sCo7yLvhaq2jN9yTF/05AwYMCYOAQcAgYBA4MQJG4TgxdBdRMHyJhyfWGFAQ6HlI2QHK2RhKiSQ8OwmuT3BSUkQw20YPMbR6AXb2W/Ap5Fjsambw4Fg+JidSSMVjsDx6oPLhBD3E4SDmO0haceTiQDYZQ9Cj1x4HgW0hEDt1ChNa0IswdhFw/JDroADNGXbul+n14Dabso9mZn4O6aVlIJNRm2ZD7Ck26+PcZNV+FYGMO9mNy/gsrQ5qz56ju7+PwvwcYuUpiVTdt6Ef2C1pFofPfbrDySe/0+NxQEFSOF5p5MP6uEfD68GiQhf48OoteHsNNGoNtHd24W5uoLK2hup2Ba1aHUnuB8hlkckU4KTTiCeTSCaTSCSTiCfiakOy0AXarSZa9Qaq+/to7dVQr+9jf38fsZ0arL06nGodnb0qnJ0dpCfySBXyiBdysOk6mG6O+d3i6ofuSA4FMXMcCewYNvMAfAcSBjic9IrrFj6dRTBWTy4PXLqMzOISei9eYuPePZRjDorpJJBOwqLDCVml0bUd7I+BWqzzhOej8k5s+pZSligcpZUVtPeq2P/4Y+xvbaO1UUFqsgQrnUBA170sIKakip+zMfca4d/cGgQMAgYBg8CREDAKx5Fg+g5louebdhM3FqawVJ6AZ8XVBw56risB/BCPo2fbeLm1i9/98R66vgMnmVIbkgMXmYSFX9xexmy5CL8ZIMbZa1FZPDi+i4QdIJewkU/FkUk5SDqBeMyUWUwREPgCP6qk8B3C7jvNipYmbTGp6tab2KrsIkmvPDNzYkJygP0L6gKubEiAQfGcFaDX6eHJl/fh1mq4/sG7yM9OA5mUuFNVm3YPcHoBCVEhl8BwVaYbmhJSWPUAbuButek9Fb2HT7D/0Wf45v59bNf2EWRTuHTzFm78m18iv7yCWDoNrmI4jHLN4JiOBSsMkqkUgwH4Cd9H3PeR8wPRF7nq4TdbsmrSe/YMq08e4+k/3sNupYKrK1dw6fabmHz/Pdgz00CeARKpGMUQxBOyB8ILfLieK+Z1ThjvgrWJQy2NpFZO+sq/fnDC86A5QsBxwj6nEixfdwdX3v8J1iwHH/72/8dbfg/F8iQQKymPZOe0qjHUGrrG5cZ7Uc4DIJdDYnYa01euoLtZwfofP8LCz3+G1NwkEE+GyJB5rnyMNHCIsLkxCBgEDAIGgfNGwCgc543wielHX5ADYYqCXyadQCqVCLd6qx0YfKX2PB8M3xU4Djq2BbeXQD7loNbhDLUE1YAduEhYNiYyNuaLScQzAWR+UkxN6P7WR8wKkIzZ4pKfm0JpLSHcUMiJsnXitpmCBxBgF4t3JB/dvSrcnV2k83kkixMAzZZovx4e7AItb6oN//rJ+ZzFwxkrpTenVgv+zi72V9eQSCdRXrmKpMTd0B6CznOAaNraHClsr/56BAxgR1Ogrri2VRG0KW+qpT9i2nr+Es+/fgh/YxvZ/aaYO00U3wRmy5icX0Rxdg6pyRmJ+RDYtlp5CC2HiEM40a6EWV1vqAxIwMbAUvudXBdecQK9Ugmzc7PIbGxgequCXKuF1otV3FnfQHK6jMKlBUzfvIZEebIfS4/VMSSGxQjg0tFhYJ1IfUNfxCFN5Khj4BAsw+JKQA9d0cb5vY8jOTeP/M42ZidL8Lc2UbnzOYo/+QDxBFdqdL1kUtPWacc4s6hupx7kLM4uD9Np2km70sCxkS6VsHz7Tazdf4DVu3cxfesGUlM5wHNk5YUrs+YwCBgEDAIGgW8fgf5r4ttnxXAwioB+7w5e4IHMtmY4m8yHkoEvVNn+Cj9gAD/Ip2nRJMpCJknTqh66EtSMAowYX4EyRDYO5BOWOM5xaBLR9+yvtqErQU1tcB3wMuBmlF9zfwoE9Kxtz0WrUkGrso3S7IxyQxqnO1WRQMOeppW86vPzFadUr8v+HxHafQS1fbjr6/BrNcQKOeS5ApOjRyY1fi5mnKi265Eod2I+pWxufK8D+D1YMRtWtwe/1Ua33kbz6XPs3X+AZ59/gZQdR2bpCpbeew/ZayvAwqyYBQVighMTE0KJ+8BmhQqHbhvP8iEm+ggFYhGKmewk4ExNwilNYO7KMubabYD7rr78CltffonV+/cQe/Ec5a0NOH4XhcuXkJ4tw8qkxNOVbcdkrwi90kmkbaFPRsJDS9/qR0AlRtjR2U4q+3MCQ5QdGWDcZwJYhQIyC/O4/sYt7L58gbXPP0f66lXEqRRT6dDK0WsHZZTR12buN0VQZ1GutPVcqS9VnMD8m7ex8fAJqk+ewNvZBmYngAzNSPWYVPWNW+U4KScRpsylQcAgYBAwCBwBAaNwHAGkbzNL9IVI0V8LWTo9+rrmtXrFKoHI9QO0ex66ri+RyFlWAmrZDhzLUisYYswxKBelp6QMUtS1Der/NjH5wdbNmduOi+3VdWytrqG8tISJxXmAMQb6KxzsC9VLw311XqgECDzu41F7fTpbW2g/eID5iQlkFxYBuuvlPoSQJ3LHT0Q0Pi/GwJj3/TEv0d7USobsX+YSAT+tDtqPnuPlv/wRay/W0HRdXHvnPUzeegOZlRUkkim1gsT9FD16ZGCQPxeWTTOqmOh50S0pun1jG0VmdKe4zMlvrA8wMnw6JaZHqZ+8g7nrl5Gv/BKNl89RffoYn/7X/4rp2Wm89bMPEH/3LcTmZlSkdu67spWZ1YBwtGZqIdF7fc1E1n+6o0+BygZ/BmJAojSB8gfvY21rC1svXmBpr4psoyUKFk05ZZyO5WmUF039SJkHhRnlXDo+Jv1r5ROIJbOYWFwA1lcRe/4YmMwApSxch9HH47AHyy8DOpErcnJMLiKlzaVBwCBgEDAIHAUBo3AcBaVvOY9+NfO1OLgeMKVflpxg1FYIWuCjlU6PE4L07MINoGEmnsVUihtDhwREUlMUB4KWriF8FN72J1kHrJirQxCI9pvAF01gGd57jLroorq5jZ2tCi598D6ydK/KTcqhXZsupqOpRHrmkJpPkawro/EeVxB6PextrGPj0QOUFxYxMT+HIJUSIZOb2MWnQGQMnqLmYxYNUWAQS1kJsJQrt3oHlc/vYveLe2g9W0MmX0Dh0jJm3n0LuSuX4czOKMz5naBCF+5XkO9QzAID28lXYZzTK3I48gUgFyqJ7mJ5w7P6JsomZu4HoTlkMY/UzDTSkwXEc2n0ui3YjTrWPvsC/v4ecjdWMPvmG7ASacisgDSPP9Xht1p3ulQ4ClU0sd+Bo5lecR8lHmbT7XRsOLk0nOUl5JeX0NyvYvfpUziZLApU3GiCJs4lBjTk52aoNvIU8qWzDT0//EZKsY9YLhGDJ9gG4jVvam4WsekyNh8/QndmEqVb1xFQOeFaoHbT/Lr6onC9Lu/hbJonBgGDgEHAIDAGAaNwjAHlu5ik34V8D8onvND3UZ4plnBCkh5maBYSbg0QmYoCgW3bIr8yjy7PMw9dT3gbCZSmU9RZ5x9ONXcHEAiB0rjKrb6JZmYaJ8Q9H429fVT3qkiWppAsTSqFgw8jtJidH5Fro3TO+lrM+FmL8p61V9nE8+dPsHDrFnLTZQTJpAiZZJ2T+hxyssJAPsa18wz5C8XvYYoCjAW0e8D2Ltb+9DE2PrmD2dl5XHn3A5R/82sgpze483TIZ4IAACAASURBVPtBc6EQWId2/4xZ8zpgdcP0OcoCC4cghGTlqTa/cnuq05IJZDJXkZmZxvzsNF5+9Gc8+NMfsP/oG8xsbWLm0iVYOQeWrHLQnE6ZNQkt4S+sZ7Tq/r1+LoD0U496oUur/Lzjj4oNcCUoEcP0tauwq1VUHj+Cnc2hsHRJBaYM6Eg37Pu+8hmWV1T641jfHu8c7itJ0s1F6Krb9TA1XZaVoU//9Ed0rl5GyXbEAx9dgLOLDzuG23lYLpNuEDAIGAQMAqdFwCgcp0XwgspHhauomKPFCf1c35MtZf0dwI7ZsMU1LhNdOrzsy4KqnKY4LBjoO/30gpr6g6mGQrjuD31NvPk5KAMFQKsJPHuGHAWoyRk4EyVl7iMbX3UPK4sSzt2Stv4Cn5vgREGZKy/tLrC2Bm93By73MM/PAdNl1Ve6cq4EcA9RRF4fcH223cq4F17PlVU7KtBi109PVBTotyrYvnsX93/7z8hnC7j5t/8rCrffRmZpQbnvTTA4oVot1GNbmkBmmaAHfoRlnaTyq7uxewIoZEfKRS+FNIV29ieBYucxvsryCqZyBSTfuI2dr77E/uYG/uk//V9445e/wPw77wIzCxCXw0TWseFzFSFKOHIdTScf/HC/z5EP2atzWP5wxcYGctcuo9du4sn/+9+QefEMqN4G0gl4iRh6gQc7sKVe6f9RpkT5EjQOB2uUYc0S+04ORVQs6eIOMDcH78oKmn/5DO3dGrzHL2HTRS79exNnMqJpjNImKf0F5bPooD2szCgNc28QMAgYBAwCr0RAyyuvzGQefrsI8J2nP9F39+u4YhnbCsSqw7IYQ5xyDiUisTuR4pqupsX7/hG9iV6HchmZGknuFz3xxXEaeOJKLqhgaIojuIeYUa45gBkTKMR32nDXN5AJgKnSFGLpjBI0ZcqdmRQl0uCHh2zuDa/P/CTCJxUOH16zjc7aGqxuB/mpScQmCkoZkkGgBgLZ1GZ45FTYPnOmBgRlKOtbBoTrduG3Wti9+wC7dx8h1nRRvHkZ5fffR+r6NdiZFIIYVx8U3vJdCMvLsJN+ONA7kmN8qq58XKdGnvEyBEM2pesBQaJJG4glkKKL15k5JBho8Ms7aH72F2zevQ+v62PuAwex8oxSTrhcScztcCUh8h3UZHXNiudRzqWlOssI4yPPDtxypYX7SnzZy5FZmEWpWIBdq2Hv66+RzaRgJfWeE+XkQHSLaC2kOcpShBu5POS5JIeKonwXpO3sT2pAOcSmZ1BcuAS/62Hj3jeYfOcdpLMFCVrJSqPN0VWItRgfRB+O8mPuDQIGAYOAQeDUCBiF49QQni8B/WKM1jIuLfp8+Hrcm3SQdhRazDMoMUzd3J0dAl63h8bmNtJwkJosIhZPjJHOjtJjZ8eTeCrzPLiNBnaePxdZfWHlMpLZlBIcL5gd3TLK74x6LwcHJyXbVhtBZRePfv9nBDt7eP9Xv0H83beBK5eBTCKM8B0qRWP4ftUYH5Nds3LMcyj4kiDNpEIZHrEYrHgS+Q9+ivRkGbPJNP71X36HZ988wd+kcoi9k1DBH7mqw/0miVDhGKn97PiMENbAiIZHzLlClEC6UMAbt9/A9sMneP6HP+DK/ByyxQnEGTA0XCVg0bPnabCDSdGm5uEglSvg2tvv4uWDb/DVx3/B+1dWkJ5jDpVfN0O37Oz50pTN2SBgEDAIGARGETAKxygi36H7cS/EcWnjWGa+6EfPsDJR09DPx5XXaTov70df2DqPOY9HgGEUtHUGZTU9+x/FtF+SVkvNFtafv0A+m8fk7DziiVDh0FJbOEvO8oz5wIPi61h6fcKnvOBSSqcrsUHWnz5DNpXEAmMdTOSBuJrFJlu6nWNXcE7JwtjiFjepqxFp0btXo4Gtu3fx7J//gEQihYn3PoB98w1YU1MQH9ABI4xTUA6XN0Isx9Iek6hXlMY8OmbS4AtI9sMmiJVVjNGxXR/O1BSSP/0Z3srksP3kKT7700eY361i7p03kVxehk03xL7ypAXfVnE/ot/PyICQS32vz0fhmNAe+MJHCNgx2NkCkjdvor2xjbWHTzH3fBW5UhnW3DyCRCDjvcexqheVQnr6e0A29Lg5CksqD3tCjXmlbpKCJYH+YsUpFK6/ibXVddTvfgV39SUwPSkxVtzA7pv6sURYalBtpGmDRHNlEDAIGAQMAmeFwPF/78+qZkPHIPBDRSAU1miuQUdH/U9U0KGAo4WcMH+n3cHG2jp6toPszAycWFxEK/H+xKB24R+LaaFJC06a1NlAGjKkTaq6Xbj7+9hZ34BrW5i4vIx4ge5wuamZOxlUsDvdzmjTzoafMVSIBz0WeR68Vhv7T59i997X2H34CLnZOUy+9y7sS0tAUStG3HQ/8Do1huKFJ4Xyt5LrqUBxbwY3refzcK5excJPfoaFt95FDza2nz7B+l8+QfXJI3R2dwCvB8v31YdBO+ltTn+o6IbjTsaFrujILQz7/0B+pd5S3A+4RyOZQXzxEmIzs4ATQ3NtA+31DVg97uHwEVgMROrDD+2qqGjIZ5wuc6CuwxM0F6q9zMf9MHFRxNILi8iWppCBBX9jA73KFug+jTxw55r+DEESfqG4KiMfPYAFvMP5ME8MAgYBg4BB4OgIGIXj6FiZnAaBEyOgZZhDCdAjbqeLre0KmrRJn5oMNwoPSlBIOruZ9gHdV18FQKcDv15Hc39PItiDrnq52VkCEg5Kn68SNKhHX1GotXpd9KpVPP3d77H/8CGWLl/G1PvvIHv7DVgl7jNJSPwL5Vr4u/VzJ3IuJ+e5QqSFW7pUIq7JJFCexsTt2/jFf/yPsNIpfPHHP+LJP/4W1a/vyX4Vq0elww1HhZr519gcXJ3oPznixZBIfrCMDEQbKEygfHUF1968jXplG5Vnz2W8cAWG7gOCQPOnSLyG6sF6Dk1RqxwaNnEfnIyJB7LZpQXcvnEd2NlBfW1NlpFe+/0L6zk7/g5l3DwwCBgEDAI/SgSMSdWPsttNoy8EgYj0IoIRJ9m15KOfcfbXC+BXaxK92+MsazoJZNNqMyzz+Zx55byuKqSFLJ6VK4DDWqNzHvZ8TDqrkGpUXTRBcne3gfU1TOfzKNJEKZsFEir+hlDQPgjogClC8phWS5GSg0uZHCcrtETSzfEDWIyx0Gxi+9FjbNz9Cnu7O8gvzGP2/Z+KNyo7xc3NypZHYadNmTSRQR0XdTVac1/JIANsox96GdAMxeNwigU4CQtLP/sJYvkk9p4+Q/yLu0jZKWSurKjN+/wVjyXC6Hyq32QVghWGlarLsE81/cPOo4yOy8fYFiQX+EjPz2Pinbfx4Lf/iGB1FZf2qwCtAZ00bMuGxYZqpxXhGCZJqeZVLL2Gj6HHHByi8VpIz80guHkDDz75CJlnzzHRaCOWi8GKxWSFI5AVDwviR0vFioRvKxMwskMyat2uD984BEyaQcAgYBAwCBwDgah8cIxiJqtBwCBwXAQoIOlP/4IStRvA3duHV6shlk3BzqWBVCKc9h7e8KrNSWhCw09EfjsuO6/IT5OZUJ60LXS3t+FvbmB+agqlchlIpdUs/JgAB7p9Q8LgK2o6zqOAZlShKVXAVZedXezdu4cXn3wiMSDyt26i9POfIDE1oYAWExlLPLP5ls2IDMpETUvhx6n8lHmjuOhrEWxFaFcKh07vO5HjfhOOg0IOs2/dxtWf/xvEs1nUX65h66O/oPNyDajXAbcDcCWBm4Z04ZCYJn809kOtjsK7fCIDNpIkY44KRxhhPjE5icz1FfiOhe7uLnrrq/Dr+7L6FBMXuRxM4YeMCFORTU1HYy788mhGwgZG+VSEES9NIH5lGdVuB3tb23ArVVjtHmL0KizjJ4Dne+EeINIJWYqcj8qSyWcQMAgYBAwCR0PAKBxHw8nkMgicDwIUvrjneb+GVquN3PQkkkWuIOgp4HPSKY7SGm7G7nTRqFbRbNQxPTONIgMR2nHlqeiiBHclEwoQvgcEnR6C6j68x4/Re/kS6HVw5acfYPG9d5SAzs3XappaTNC0UQ+h/i4eemvJWN5EIaWk7CA7PYN3/urfIjc5iYefforG/a+AtVVpvygdPrdoX6DRHYV9Kh2xOGLJJBYW51GKW9j//C/obW/Bdl3EPA8ONyGFG73ZLfoztr1HTtSDIlqAPewCSQdOMYvy4iKyiTT2HjxDd6cOq+PDcYHAc+HRjbI5DAIGAYOAQeDCEDAKx4VBbSr60SFAmUhLV7ymZMmNq74PzwtnWCmLuQGq27uoN+qYuDSP1HRBxWfgzt+oNDoiMStqp0FVUxghTC45EywKRxvVnQoqezuwZ8qIT04BFhUOadBpKj9SWfKhsaLszWqDXheNyhbuf/wR2q06rt6+hcnLS0iVisolkpjwXBiLR2rHYZk0ijz3j2gigxpyT0ciDSdXRH75KmZu3sTM5Ut48egbPPnqDtBuq4CHoWAfWMo8iBP+suih5P1jaq567PEcchYZLrz0LQseAxHGHNjpJCZvrQCFNO5//jH2N9dhddpK7xNSXJEb8HNyvshLCNDQ6gbDTVLh6kigP7uQQ/nKFSSSGax++Q1a67uwGj3YXRexwEbcjvWb1cc9XCEZ3Jsrg4BBwCBgEDgrBIzCcVZIGjoGAY1AKA/1vd6IaQ+FQPXxfU+EaCoe4hfV9VGt7CiFY3kemekJIMFZeprI+DR/1yKWEhpDwXuQqCs+yVlLkWFZCnEU2OlliLPA7SZquzvYqlXhlqeAYkkpHNK4SH2hMjVgkHRPeGiWxAqHCocPP/QfS9bcVhN76+v46s7ncB3gxi9+huz0FII4Y1MQY7aBP21aUj4hHxdVTLPJc5RtuWfMjTSQpJldFihOYuaNN3Djlz/DxvY6Ht27i8bmFtxmG+B4UrsURGG0/ECGkOitx22LWDwpxUV3B0loFnnNiOeeTYXDhpNOIH9zBe5kHg8efY39jXV4jbryJEbzP3rUEsXDghXY4Uc3/DjMaQ6iQLF8qHAEXcDx4eQyKF2+jFgqixd3H4jCgXoH6HmIWw4SsQQYDPXgcYpxe5CYSTEIGAQMAgaBEIFxv7gGHIOAQeAMEKDookRALQYqcVxcc1I4lAw+4HbRrO6g22qiMFNGsphTMS5GZaoz4OmoJCgg2r0e0Ob+ACihN0W+ksMkyKPmU0mUoSX8cLaT3tm2hXjcge1wGy9debmoPHuJ9SdPUZycRO7yFWBpWYLi+baNHgXgETl25PakrFxsuVGmZaWDHqwcoFhA/MolXPvJ+0jEbPzz//2fsfnNQzF/g+uJcC/OBPTKxik4Z9fzc9jRf879Jvk8MrOzmFu+jN72DqqPnsDn+OFK2auIHEZ8bDqB0Z+xGfpeqRJzswjyWdQqm+hxI3unK2VlQ/2YoqQaHc5jspgkg4BBwCBgEDghAvx9NYdBwCBwHgiMCI1aOGPsCpvxFrghodsBug10q7tw202kS5NIZHII7JjM1DNuQd9yJGLdIgKcJngGvGtSamO2L8K91+mgtVWRgHnJ4jSsVEEiTDP+BVdnfHr7sYLwE4ng/Rp5cDy7fQ6GRFwVu4EEA1jdLqy9KqpPnqK6to65azcxefU6kC8qRYiRu2U5iKApuVSzonWi8XV/i6maQZ71EU3rX4erNjSvymfhzExj9u23MLmwgO72Drbv3sP2va/hd3pgIETLdWEFHnzfheu5jIZx+gWfPi+KUd4KrrKixJWYJHKz87jy3gdoV+uofP0IfrUpSiLN4agI+jbgycqIJSskup90019/jjLBZRg9XNjn7H96J4vDcuJwcnmkiwVMFrII9nfQrmyAHqr6B0mFh45bErVijDzW2czZIGAQMAgYBE6IgHGLe0LgTDGDwFEQoDykD5mh53ZrxwZn7tHqAJ0m0KrBre/C67aQLJbgpHMIKDj1DVg0ldAOngTPQRqSWhjbglJcEKDXbmPv+UtYiCNfXoKTLqoN4/Twwz0eFO6pGIXs6Ojnur3HO+s2hsSoaVCW5B6OIIDDPS/NJoKNDTQeP0Fnew/Lf/M3KK7cQGArj140kRFXpyPYfC9mVcjzCN8CrAZRZGsLEk8k4cBJxVG8eQt+x4X7chN7d+6iV2/IHo84lVnLA2wHLvHzISZEjE9/9IMrSiFLsnI1XFJj2o/2bVPQj6E4u4D8r36DP/3n/4La7kNc+XkNSOeBJBVTZYale1pivoc3o00frk3fvSoXvy+OtFkFNSFgLoqTJdy8eRV2tYL680eIv3FJAiT2FRUq8dRVNFOvqkKzYc4GAYOAQcAgcGwE9Hvj2AVNAYOAQeBoCGhZRuUevqOHJexWkKelTD4LK55AwJlaint6aUMKjpQ7WtUny0VzL9eF12yhUdlBPJ5EcXYeDvcR0LSH5k1xB5bz6iggx6+cbYy0k8KgF4hpF6NXN7cqePyHPyDtubh24waSc3NAlqtBjsKMK0fh4oauWwvNPxQ5UiHERsaAdBbZy5dx6a/+CunpadnL8fyf/hm15y/U2CGW4b4hjce5nQkw3SRni8D8MpK5EpK9AKDr3lpducUNK9c9PNLbZ8AaceEqBz/q+5OaKmHq3Tex1a7h2Ysn8DstZeLFPUGakTOo2ZAwCBgEDAIGgVcjYBSOV+NjnhoEzh6BfkyCABJPorKFQjyGUrEAm25GKbiJaRBnqs9WVKaMNdhXMrBI0UEFJV4Cg+r1XLiNJqqbW4ilUigtLsBJM9ifCuRm88yI6OEsuMwQawlSn0+LHOVlbnz2AgS1Ohpra3h2/x6cZALzt24gPjGhInKHeMkKh5Iz1dR8eK2VjtOyc+HlNeOjQ4CrS1TN4nEkJqcwcfMGpq5dQyKVxsu/fIra0+dAswXQZM8KYGk7ofOSsMPVF654BYmkRB8vTc+hmMqi8ewFOtWqKBw6dkx/q8+ZAhqCxbFApTg0rYtPFJC5sYK6FWB3dwceeWm1JXAklVlCoodr9HymrBliBgGDgEHAICAmuAYGg4BB4KIREB+vQNBqw9vcQiGZQqk0KXs7zpsVKhz06cPPYF8xxa0wwfWBjoturYnK6qpyeXrlEmIMSBijYDewg6fKoT8iuWlt5iwaIRIg64vB3ayg9uwZViubcMsl5G/fgpNOD2oJ5c1Bwg/zis1kz/n0xsRgf4w5kslg+ec/x/ztt7Dx+Clqj58C3HvjdlWwdekzlgv7+JygET8I9EgFYPnyVczMzmHt0RPUdnalbjvwxZyJ63d6zKj2nBNDVNazGWBhFn4+A9d14a5vwa/WZHyLh7jzheScGmbIGgQMAgaB7x8Caory+8e34dgg8P1FIFCxOLj5utvtorq3i0Qijnw+pzaTW5asbMjihhakR88nbL3I8COrHKI+yAPu7PUhRv+uL65Wa5Vd8fxkTxZhpWLw7QCu78qGcbLEH5A+a2cqvJGXAJbrw2p3sfr1N6i8XMXyjesoXVqAnc/ACgP89feJk5Ef8NHHGVz5iqtZfNuBlUzCKU8hf+kSrly9Cn93D+tffIFebR+278GxaWqme/48AOJSkg0rFoeVSMBKJeEsLaI7VcbzzS3UGg1xkMDN7DY/9ICGYGjsnAdXom1xP4tjYWZ5CRNTk9h8+BiNrW1xj6vcCKtBK/tLuMdETLHOhRtD1CBgEDAI/KgRMArHj7r7TeO/PQSUoNPrdbFfq8GJxZDJZi9khSPaZi2G8kzPU9ykLSpE10XQ6sJvdxHEYmqmOOEgsAMd6UFmrbUQHKV5uusRijTvqjex/ugR9ioVLN++jYmlRSCVBGIOLJvKWbhl4XQVf6dLD/qJdmZUOGg2xP5wEHDfTzaL9OwsLr/9FtxuB6v3v0K3UoHVasHxGAPjfPcsiOe1WEyUDnC8TJXRK02i2u2hsb+Pzt4e/E4HludCr3Scu34YKg+icFxZRnG6jLWHD1Hn6k+3K4q1cn7AAcRhPzL2vtMjwjBnEDAIGAS+XwgYheP71V+G2x8MAkrcYhTtdqtF11WIJVOvkJy1MKTKnRYGTU3T4SpHj/s2GDOB+0iabSTaXUwXS8ikMrJ3Q4Qyx4FNgTL0SKrLy/nUrI0Q4K+T2wWqO6ivr6HdaWHyzVtIzy+ouCCM/fAjOQYKBw3a+OepvTi2A9+hpzAbiWIRkz99D+1MAuurq+g+fYZgswK0u2B8jnO2qFI9wYHkBkA8gXghj+LcDDqVCrbv3IW7v89BpjZtX0S/cfzEHCCZQOnqVaSmy3j58BvU1tdlHwdoOkhg5dDfiJOcNQ1zNggYBAwCBoHDEDAKx2HImHSDwLkhwFl5FT6cJlU7O7voOg6sbPaQTeLjhKCTMUdK/NJrO3req4NX3Iwc1tVsI97uopjNIZlIyBMGLORjSzbl6pJhfnkQLjWcaKZ4QCcILNm7Hni+bPLtPnqECcvCTLmMxEQBTjIZbgz+ESxt6O4Jd2BEFQ9e0wTIsyyJ2WKnEoiVpzC9cgVTM1N48vnn2HjIgIAU8sOo9hF6Z3up+y9kNB5DaqKIuZWr6DYaWP/mAdx6I1Q4ehLJXurXxcadj8KgLse8+rp/VrFLLCeGWD6HZCGHTNxBrF4FKpuA5w5qUAFfxhE5YtqAlLkyCBgEDAIGgYMIGIXjICYmxSBwvgjQDIi25QHQabexvV1BWyI155QgfY61s05HPhacwIIV2LBEBWHVNmwqQtxj0mjA6bRRyOVF4aC9ez9oWpiPJfsCMFc8+GFxfij0HevQBKhsBAjomarnSlC7va/uYiqTxtLSEhyuAsnKhmg+ah/Dser5rmXuIxhRKV7HowXuguBHb/4PHAtBPIYgm8HCzRtYXLmKtQcPUHnwEP5eFQGjbHN/zoFjtP4DGV6fECVBZVOiolPhmMD8zevo9XrYfPoUvVoN6JEPrraEhaJlX3X9ei6Gc4g5lS2KmE/vWbE4UrkM5mankWw30F1bhc/VFjE102PvGF0wXJu5MwgYBAwCBoHXIGAUjtcAZB4bBM4WgYgk7vnodbrY399HjxGks9lXmFSdIRdasBtZ6bC4AZmBLIIA7do+3FYDhYkCUnSHKwKi4oGKRvQgOYqyw16vojmOcc294h7g9ugpq4fdzQ3cufMJnHwK0yvLcIjTj/roT99HUGDEdx8+Y98l44jPzyO/soL5QgnZ9U10//xn2UguXpkipdSlHgw8n+LQZEiCb5V4DPFSERO3bsJJJdGrVID1TYDmgwm6fmbGU9Z5BHZpItiiJ7iei1w2h5tv3kLg9bD2/Cl63Y6wQCVcew6WvfVHoGuyGAQMAgYBg8DxEDAKx/HwMrkNAsdEICqJRYRFJns+AtdDj1G0uS8inriYGfuQJQpXEY4k+rnE/Qh8tJt1dNttZPN5JBKJfpsZf1r/9RMjF7q1+hx59PpLKjXimcqDRTOgThvtRg2bO9vwS0Wk5ueE38BnlPNwRWVY93l1HZopfX517v5TGpoN/vrJr73Q1YyeX1vw0AzR3tLXyuJHR/Hm6o+dzSE9O4/5t94SHePZp5+jvbkFtMOgdxHl8dCqTvFA+saxgEwC8ZkpFKemUEwk0Xm5ik5lG4Hrgh7alIOCU1R0hKKymZ3mitSBMlkUbl5HzXOxuvoCbrcrcV4sX0UaH4zr4wyqIzBhshgEDAIGAYMAOCdmDoOAQeBcENCiZkicM6mhRbgIW66rBGxu0qaZED80R6F4xKKnPcbKTQcTmcJaxSUo6wwCtFot9LpdTOZyiHMPR2gGJp58IryxLD9c4ZDkQ1g/WGvYuAgtSQkCOK4Lu9NG0GrA63bQtW34U1NAeUps//1gYBqk638lVGEdnMWOHryNJo3SEsG5X0Dvb1EJ0p5QYRMaYQPFQiekqtLVA11PmE2IKIO0fgWRC507knTgkj3GQyHPEgFt2dgbjgoIOPfLX+HO9i4e//nPKKytIj0/B5uxS6jcMkAeD5oe9RWQsEHqSdiz/ZvDL6KNEpoc1gGCuA0nlcLswjxSz2bQePES8cU5JFYuIZCxTkVAtzUkMkpL16qzhfR18uvOjuPA4Xeq01Ge1lZWsPNPv8PWxgbe7HTAfUIMLskvgKxuaFij9Q1VchiDQ5nMjUHAIGAQ+P4icE4/c0bh+P4OCcP5dx6BQ6QWyohdH93tfaDZQX5iEvFUOlzdOMk3fVyZQ+p+BWacdRbh07ZRq6sVjvmJIpDRAfYojWmJbFhaF9P94SSpiVyM4+5wNrg3g9sNXGw++Aad/X1ceec95MqzyjNVOi32+JrusWizkIaFBVVVA1b0M6aEhDX90aKRLJJVF+WZTpp8zxMHADF6SQoPnSdaVj973TlkV7LRdE0fOp1n1TNUGmwglQXmF5G9eQuF7R3sP32ORH4Ck4USEA8ALlpFeNP0BgAxRbd+8PSoV7KHR8DwUJguw5+fw7N792HXGpiwE7BsvnoiY+mohE+Qj8q9tMSJAakMEsUSUqlteKsv4SVTiE2VgHRCzMCEp2hHjdZ3KCSHPhilYO4NAgYBg8CPEgGjcPwou900+uIQiEov4fQ/TYJcD91qDX6ni1xxQrnElVlnZdgxLOxFaYxyTkHnmMLOIdmjyY1GA+12G0GhAKRCd72yETdswwhL2jxL1h6ihEbZPeye9CilsmwQwGu3sfnwETp7VSzefAPpEgXluBIKbYaNC4XI47b9FfUftN9n7ApfsaScioV2XCqmxVB+ixypWXJZvQqFXObRUAksJ8FmpIcHqwIKLpLkqLHDlQoxV3JsWIUiCivXML2zi90HD2Fn8pi8/ZasbgjcYTnFkl41OgMGBQjSUfglSyXEymVU9v+MdKOldg5RK+PqTH+l5bCOOWL6YWxr8NmLXFWJJ5CfKqM7UUFzfR3JiRJypYJ4rOLGe+3tgHge/ThO3qNTNTkNAgYBg8APCQGjcPyQetO05TuKgEhgirdQzmIMALoL9XsuMoWCUjgoEB1L0Dnb5tJLlQiBrodWs4lWt4sgn5M4BketKRQz+kd69QAAIABJREFUj5p9fD7Xg1dvYvPRY1AGvPWrXyFFxcfRM+IUjlmTvh9P5iipWh49IDLyAQV4rwdGrLZDZVC0B3ENpfab9OuwqACpD9Uh4ZUb8MmptlTiyk2/wOkuWJcaVSMRu/0APvdI0DQtFcfk5UuItVr4/R/+BD+RxPVmG8hlEcQc2eRPBNUajKJ2Oq4GpcVSS5ofAMUCeqUSthp1TDSbUPEvukAiAJLOuQ95YYNjm31oB5icnUWwvYvdzU3ElxaRoyLL1T3upYrHvsVv4AA/c2UQMAgYBH5oCBiF44fWo6Y93yEERGodFmCY5PvikrNJ71S9HvKl0KRKBCJOpR8Qf8+9TbJZnLVQ8Gq34fY6cCkep5NqVeGIPJ2YcxakgE97egrFu/sI6i04UxNIr1yGU8jCl00YnrjytS068x31l3UEmEIGucmaXcFDkqT+MEG6jXErfKDrisJh9QJgv45gZxfBxhbW115iv1qVAlwDCSy6GA6Qy6QwUcwhPTeHeLkMTJSU8kGHAPT2BUv2yighP1ppWPcRTiyl1njUKo9Wu1Q7uEoUzs9zlSWVRnxqGpPlWeSpKH3zEEjQtIj7hliS+RUSWhninayYHIGXfhYNJhOkb/qLBUAqAaeUR35hTtzi7j18hNzCImLFAugAQMY7mR81cesTV8+it0e9FkyYWdpqc6MSCnOz6O3u4eHHnyKzvQv0PFFEfMeH53twLLqHViX75Y9aoclnEDAIGAQMAmMRMArHWFhMokHgbBA4KLBQqKZ3qh5a9Rq8Xg+50gTiYrYUKhsUdqIFo8Lc2bA1TCVKnwHi2h3xIiTLCxROY9qeaLjYYXdR1g/L008PMytroEAiYluNFqzdKjKwkcoXEJ8tI7B9pXDQZ67ApDwPHakunSmiZMiGcJ2uVQ+uUhALfnwfFqOut3toN5to1mrw1zZhb20iWamgubmGZm1fmuExzgOVH+49TjiI51LoTU8D5Wl4U1PITU0iWS7Djk8D3EcgQR9ZuVIOFBa64j4yh14okyptUtbXF/qKqsWVMgE0kA3isVwec0vLCLYq2L33NbJzZcQmC7DSCVEsdEWaA1I+virH0jwGxkgKXksU1lghh8lLi+KZbffxUySLk4jn80rhEL2n3xkhnbM6UaEJl5i4qd62kJ4sITVZQm13D62dXaDZAtIxIHCU56zzYuWsmmToGAQMAgaB7yECRuH4HnaaYfn7jADt2j0x1ek2G/C8HtL5KTiMTcBZ2COuJJwbAhSyOx0kHAceebqgQ4RdP4Dd7QG1BpxqDXPcTD8zI3b3PrrwAk/MhWIxbeJ0Mua0aMzS6pr/uU7BOf5wlYWrAVzdaHdQ+eo+Hn38sXhZyiHApalJTC0uYqn4pjAwMGoK0N7aRH3jJVY/+wt2Wy3UA+CtX/wCix+8j3QuAzuZVkqHo2NRnKwNr5KJLfabWJ3RJMxF3LGxuHINa8027tz9Cm+8dQPl5Xk4ad2/mpoyCjsZR2NKkSyXchwbiUwG08vL2F/dROXlKqZu3laBW0Qx0vWPoXGWSayGplXJJPx4Ap1GA729PWBvF4hNqNU8MSs8y0oNLYOAQcAgYBAgAkbhMOPAIHBOCMhsuaXmo9WSRTjFHq5wMMaE7/aQKhbEfahyi0up6JwFsHHkKfh5PrxOF269IVHHE8kkLG6iEH7GFIpK7mMeHwdWKR5W1W420KhUkE6nkczlJBIgURTTIe6L4ArBcTCK8qlLShr/cfZbGRMF8NSqRtdHsFNF6+UaHt/7CvXKNhLwUHz7NgqTJRRLE8hMTCBJF7NyCGfCkrO/B2f3MuxmDYV6Fa39HVR3N7D/u/+O7P2vMPfmbUxcWQGKRQmA5zs2fJoVkRVZ8OAKgQKzb+bGRxFFVMbVYe0PaXAmX4gyon0qhfi1q+iurWH94z/jSr0GizE5eomIi1zupQg74Dgdp/MqlsO7EHDSowAfjyORz2P26lXUN7ax8fgFrjQagLiFpuIV4qdhGKKlKzjNWfMTmlYlk4hnsyhPlpDpdtBbW4UzVVRYMGu49+Y0NZqyBgGDgEHAIDCMgFE4hvEwdwaBM0NAC44kODCACU2qPBdc4bBcF8l8XqIxqxUOLRFH2IgIm5HUM7jUkl0o6blUOHroNppiwx5L0n2pNvvRec+g2jEk2EQRqm0LrXYL/4O9936S5MjOBL/QqStLdbUGGnpmOJwZDG15gsazM7sf9uz+xf0zlnd2ZmvcPS7JJTkcDkcAmAYwaK1KZqXOkGffc/fMqKysLtFZ3Q20BxAdyuP588+jqt7zpzr7e2i2GqjW6hLM64pbDAVYB44oHFpIXUDrZbeUsK7UFcqWBXIdfs0rurrFQG+E0b372P/iSzz+4veIWi3c+NFnuP75L1G/fg1FyMrr8r90NVUGHCBMY4RpipZXAKNDpLvP8Ju//a/Y+fpb1L76I4LBAH6aoPrRB/DaDISvaIWDALii6Bl6ku2qNJjpDIj8PL2atZjeIi3eJl4eUImAG9eQbaxhjAzjbgeTzgHCVlVhKS5ehowhIp2Ym+c4KlTVC1TmXLFwBPUG1m/dxr1f/w6d7R2kvT5Aa1bOuJYT+jKsnKP3401L/JAerYhBgKjewI1rVxGmGYZPnqD22SdwxRVNUTBzcJyevWMRsAhYBCwCF0HAKhwXQc2+YxE4EwInSEwsXJelyOMJPMkmFMFhMTbJUnUmwpfTiEJ0liGNx7LY7ZGnE4ZwOQwoqnEcoz8aYO3KBiq0IqRMn0p7LGMLlpvJSzkRSdopGWsxHiO79yd89y//jBf3HuCzn/wEK59+guiDOwhX6XZTkcJ6SoGk8lNWEGklYmByBqQJUK3D27qKz/7j/4nkx4/h/eEuvv32Wzx/9BA//7/+I+qffgqnEsHXAc1iwzlB9j4ik8+3edkcadwYn9DYWMWNTz5C58VzBN9+g1u3rqsMVaS3dKW2xKTQ94DWCvxGA1UW4+v3AVo52o3L/JQUbYOP8EG3xQJRpYIbN65j/9FjbD97huv9IappAS+0Waouf0JsDxYBi8C7iIBVON7FWbdjfk0IlKKUKfTQbYlCD6swZynSeCT+/EG1CpepOY3QZ46XwaURvsq0jWxYFJI9Kx6OZKXdi+juolfLF71XpvGK5ybGmfiw/ke320deq8NrNlQAOy0bEi2+pDgXHUusMmOlkj0JwwF69x/gwT/+PcbDMa58/AE2fvEz1G/fBlbXROGRFfJ5NzPBRoPIc6bAchmT48DxPTTrq0BjDYhaWA8j7D17igf//Ctc6Q+x8ZOfwNnckoJ0ha4vwoS3zN7EVfbySruZpnJ3U9jn5se05TclViq/QOvaJt77/Ge4/+tfIb37DW5+/gtghRYQVh4nvoKwkOT5iZaHaaeLTthzCQvThJYON8BKq42rG+soDjuYHBwgvL6lm085Nm+UNbkpybMrwIpeISYtdS5jkoqEjlgUq7dvYfz0KZ4/foqN4RCVJEPBoH6xDGk25nAtMWdPLQIWAYuAReAcCFiF4xxg2aYWgfMiQHmFuw5HVieS8z9FMhmLf71frcIJlNA3pV8WdBbJYtOGr3JSIsxTFtxLU0xGY3gM9KVLFVffL+a9dDbGNAuSHpVCdl5gMp6gc9hDUm8AzZYU34PjKcGZMQkXUchkfDNZWCRYiVspgEkmFd/TB49w8Lvf4w+/+hf8+H/6n/HT/+N/B97/UCwVwmaRymQqDyQV93FskIwH4c40uKymXfgSq4HNBtBo4/2NDTR+++/417/5v5Ed9NFKAf/zCpzNCE7ki86ZsZZGnsNz9ZhNJ8fGYB4sPkpzHUbBj7BxdQMV78/x1d//HUb3DpE/30HhV+GEKhbl6DTLiBcTXnjXtDdH00gHogvWwNpKG961a0gPDjDc20MoSjgVcaMB6p+Y8vdvSF3gKBhMHRpJlPm3cgkcx40b6Ac+9nZ3EA+HomxnfgBXJti4pV2gU/uKRcAiYBGwCBxDwCocxyCxNywCrwGBIkeWxMjDUBXWM4Gzr6HrE7tg6Yk0RzKJJZDXZbYjCl+vYzNuSEWGSTxBdzRASvelel2ERMXHsnnRgq7IyA7u/eFLdO7dx1/+1V9h/ac/Ba5sKGVBBxHnGdPmKkuAWnIvC9daQqYyxLmkAC06iQskVEIARBXg+nW0PBefuz5e/PFr/Oa//yM+rtawQte6q9dUjAHJ8t1jw72YFJ5TyKalI4zgNlu4xRS5L7ZRfHMPeWMFHqu4L2Ur40GCil+jUxCWWr0KtOp4/vwZ0OugTWsIXQxNlfnZa0vhSBFRiRvInZpKzhFrkVQQNuqo1ipIDvaRdQ4QVCtS32WJnVtSFgGLgEXAImCzVNlvwCJwiQjMy1/TrlgozkWapPCYoagSofBcFEWuBEMKaie+OyVywRNDWAlhiggjEpS7V55mmIxGcLwAfqUGh0HHakn/gv2d9prqlzEtRTxG1uujSCfwqhGcRk1iJhxKqrJfTOA+wgFdbCgBcyO5PEPW6yJ58gSDZ0+R5xmu/+zPUbnzPtCsA77O3sQFb9ZxkJf44jwv+nqqoFGoZZCyKvEnzSntNhoI3eu44ngYjmN0v/gDnvz+d0iKAltUrqp1lTaXblllpUO7Aulp0r2buSxZbvSnM3vCb43cOhJ74kQ1XLtxG+NhjP1v7qF15w5qZaKCjXr75Yak+fEfQbmEEz9l/qcsP0EtQrDSQP/bQxT9Q3EjlC61C9nUhc/8AEwHclp/i/rnPan7rh4aSGklY3xSVEFlZRX1lRX0XzxF9co61q+sqXlzGFPFPs/b7zwf9toiYBGwCFgEiIC1cNjvwCLwuhGgUOr6SNNC/QDWqlKpWvz2TczEa+LJyHNG/cjSDKP+AJ4Xwq82VSzCVIi+JKZYETvPUIyHiF88hZdNsHptE0GzBkQU/OhuswQXFyM7ioSrFYIiQ7LzHL1/+keEwx6irU04n3ykK4QzaH7WL5UwtRE1ahMGvTIuOqidffG3q6875So+rTiU/rWlY+svPocfBfjV3/xn9PsDbL33HrDhKaWDJEnedGGO5a5OOD+5KWNCAmxev42953v45jf/hjv/gQUWVTcGnlmnszsndHXC7aPvTRUOZEAtQNGuodvvwOl3jclBK4Hl98wo9L3yoxN6XXybL2qlz0DKeBUqHGEVtbUNNNfWsf/4Abx2Heuf3FHKrQTyz95bTNvetQhYBCwCFoGzInDMaH/WF207i4BF4AQEKCsZeanURMlMjlTTZkE5FmTzGbshbjgzwbb0yiWeLmCQTFMYL5QFhlYYsSyIwrGkYO1jIyIfLLrHuIUU/W4HRZ6itdZW2LA9rRvkweyy6nxOCZTNzc7V9iwB4okUOdzZ2cM//OZ34l50/dMfwQ8j5XLj6xoRnBodwK3iRxShgjjpXSkg/HWqcRJFRV7USotytcpdF7nvo4gihFtbaH38ET769FNUhiN88//8v+g9fgwnT+GFHhzHA3JmvSJdIqR2KVEotx3kLudK7ap0oRnk7Eg3sDx3kKcFnCSDs3kF4/Yqnu3sYtDrqYD5IkGeJ8gK7ilyKkgX3mZ9k2/XdeDRWkD5vRqhaNaROkA2GgCdfTiTkSicVMic+X6PkrqAwWEBAc4NFYowQOvaVWx9+CEcJnHodoHREGBq5Hk+LoyFfdEiYBGwCFgEiIBVOOx3YBF43QgkKZzRCJHnIWBwschERzMSvW6WFvVHQVat8Ovjokaves8oZxRA8xyDXldcyxrtFfh0Z6ISNFU0lOCtATu7u0tZ5hRNUCk5eZqid3CInf0uHo9zpOvXULnxHpygqvqcaShzoywTPO1cvypKpVZGmI3K9+E2m6hdv44bP/kpwmoVT37/ewweP0LR7cLNc7hkM6OPlFZstHMSMy/RUDK/C7sLOJ3eEmUyB1oNZM06BkmCca+HpNuTNM3Kh0vVJVFWiYV685Tc4pMyHqqF67pwPcaRAGDMUp0V1yMUSYJkbxdMRUwLlygbwqN2s1vcwbnulrkx54ITPyXPQXWtjcaNa0gnY8RUvtIMYFIHsYKdqyvb2CJgEbAIWARegoBVOF4Cjn1kEbgUBJIEoMIRBKiwKNtbt1HSff0b5bxBf4C8KFBfacIThePsesW5OHaZq8jFo/uPsXM4xsrP/xfE1z/GYXUduV9Vkjbnackr3UcybLkuvOYKVj7/HMGdO+hMxhg9eojk4UMpPohxqnSA0nRQEbiIGkBPPRqKxMpAw1UUoLrelgJ8w6fPUcSZBEubDE2izJwLUDamSP+yzQX8EE61gWilLUpdd3sHyWikhHwzNhH2p+rBywie6RmHXd6nXBaZxAjlrQYOuz0M+kPAC+063JlQtY0sAhYBi8D5ELAKx/nwsq0tAq+OQJrCGY8RGguHhPRqC8dUGnr1bi5MYXmy3tlZYPB8mqFgLQRmgvIDqWGh0wqpFWe24W5k7pIgfpaOMhY1TDPktJjkLrJJjmd7fTzqxeiEKxjUVjGpNJFkQEbJnMKnLMufhfpZ2qg5Nu5ZpM1YAmaJWv/wI3z05z/DzpOnePDllyjGE5p8jugWalqYWGBWo0MUmFMsURIWZIxUNBpFPqJ2E+u3biJNEhw+e46sN4ATpyq4nGMnRufaFHd0+6IzVnlqqLMVOd3BlNjveQFWNjYRVqoY7u8hm4yVwiHpgOlax/fNR2iO52Jm2ti8feQo1qECuZMjZyriRh1RpYqABSb3O8CEiuaUhD2xCFgELAIWgSUgcN6/Kkvo0pKwCLzjCKSJKByByxgOVfBPhFCKe2ZpuSxUm/MfKmwcX85iiLmk5eWlQ1wCbxZUXB67wcMcS88KFlWc30mbRQ3zHBmPjotRXOCgO8HzfoLnE2C/CDAKa8iimtJpGD/BGA4RvCmuLmubUzqYxapaQ/v2e7jzi88x7A2w+919FHv7SungWKhg6AgO5lziL+1SPbtTGTPvigzPWIqQCkcLV+7cRp5l6D7fQd4fATEtKrlO/Xu+Pw1mKhYdZwxS66F7VYiVzS2EUQWH29tIxiOdGlcVPKSFywj8L6c3o3zi2SICRvugJhZ48GoVNFtt1Bjn8mwbxYgKEF/UmpOhcWIn9oFFwCJgEbAInIbA+f6qnEbNPrcIWARORyDLWE4bvuPCZ7YcBrAuU6Y9nYO3rwVlzCxHPJmIrBkwLS4D6iVb0PnYpRWDO7csy5FmmXhGeZ4P3/ORwcGT7hD/+nAXz1HDIFrBkGlofRdB1YNfjeAad67zdX3G1lriZVVr9uN5cFdXEXz4MdY3rmBlHCP97e+Q7+7NBF9BhfEssy6M3HzacfoGf9tTwWFx8VYdVz+8I8rLYL8D1hgRi8oklaRgF/nDYOTy8nHaN08k1WwIr1ZH+/oNsWI9vX8Po0F/6romNTHn4tU5k2bXasARshe6cFw4QaQsTL6Hrc1NrPgeJg8fIpvGtFyIsn3JImARsAhYBBYgcJG/KwvI2FsWAYvAmRHgKnKawqMPPwVAZhniGjZXs83S7pmJXbRhSXK9KIllvScSqoqCzlIGLTMbb6Aqi4s0TW1kwX4CVsyKxH260WpEI4rjYJgVuLfdw5dPO/hyu489VJBUV1BEVbgVH36oA5wl4EE6n5KZPzGuUeLWNP/w2LWhVTrKvLugJ0/uB/BaK5Ixqd5o4sHvfof+HhUO+ndRGcgkk5K8TVcsrXuUqB1zQjLPFCv6BVo4fBd+tYLG5gbSNMVgfx/5cKwtHLQEUUE7v2gv0yi2GGWgMBSmPNP1y/Olsnl1dV2Un872C8SM4dBB2pLRysydIVAyNByD9YI3xAuN6XGpg7kOVttthJ6P7t4e0slkamE5Qr7Ez5H79sIiYBGwCFgETkXAKhynQmQbWASWiwCFuSLP4Xla4Si5AJ0gQy+XgXlqSlJcLGTNt136NRUN/hpyUeSurLRT9nQ9poVlZ6XlbsPnKTxIViRRGOiR5YLXXMofZTl2BhN88WAff3h0iPvdCQ7dEFm1Abdahxf5cJWHmwjAxjXrlO5e4bFSNLOsQF448IIQVz7+GOHmBr79+i4O93ZQJDGQausDLWM6DuI8nSrYCoG58BwpMulFEaL2CtIsx7hziIKr+uNYLEHMFiZFKLWStxiH+cmYOm4Ja3w63Ti9Js7E9eAGEYJWWzJ1DQ4OkE100DgxYKpo3xO3riM65rKVDmFfgktE8W+srIgb336ng5iY280iYBGwCFgEloqAVTiWCqclZhE4HQEqG/Sd9z1PXHxEydBKx+lvL7fFbBVcpPvlEr8ANQaNCx6M3zAszZg8E0Vxo0qJsRZ7XSAF8HBngF99s4svnnbxrJ9h7FYwQYDE9ZAHHnJfVeWmimM8jM7U4Ss0ohweBK4kjxJTx8Y6so01DJFjvL+LZPsFkJP7uc1gM3f7pEuOibtChHEcIbCyikqjgTrT1m5vA72+NHLh6uDxk6hd8D555l+c0AVaTaBaFUsf6FI1nLlVCfWSQcvwzuNSN2o0Yslx4W5uYhxFeL67jQnrs9jNImARsAhYBJaKgFU4lgqnJWYROB0BCWDOMnGnEpcqWco9/b1lt6BDiflvJt0boVSWgEvrylp4XzYTSttSRSXoWsTYi4KeNyyIyM7oCjRfD8SkXOKquuK3zJ3KcKTuMzRjnOV43png22dd/PHRIbb7OfqZj9SJkDkecs+FG9CVigHd+j0dZM6pucyN7lisUaGsMB5QbyDa3MTm+7eQDfvoPnmMfDxSjkp0v+OImfbpnEqYwklbIThI0ooirK2vYaPZQLyzjbjbFbIuXbam2t5ZRn8G7UfzWzAdseeiCEP4UYRaFMKnS1Wfyg4tDhzfWfo8YxuDU/lYfpVQOh7ctXWMogjbBwcYx7RwaI1nqcyUO7bnFgGLgEXg3ULAKhzv1nzb0b4FCIjCwTgOydjzlvwIUsjT6UKlsJwIWqW1ZalHsUxJkBOhxGBZVqeFRyscTlFIMD0F3yNbSWiUN6er4OXMVEyE5MBhoTnXQeIAnVGKrx/38M3jDh7t9DFMfeRuBYVD/ykP7CfwHYY2qKLm7EflctWuVVoOnvanro/wdtELAwEDyKMqEEZY2dzEj375SxRpgv2H90TxEEGcbSQt8EXmgd+ZC1U9nkU5qMgV2NrcwLWNNQx2dzDqHsqcEDemIzasmaEZ1yoeuannKu5oniMzVaWG6vty6UGnioJEUYSVZgPBaISi15OkAbT+icuhUFc9k5bifqaDTpkzTM4zoF490r1pOn0k3xd58YH2migcu90eJkksLmV0K1OxJQqrYzrYkUFOqdoTi4BFwCJgEViAwFsi7SzgzN6yCPxAEeCqNi0brAvB/W3aqGwkUsk6A5yl5waaG6oRAWeSfKHxYAyHsmzoVyjclTa+OcmV6xNvMw6COwVRHuOswAjAn7ZH+NW3B/jVNy/weG+CDAGypJB6H4gzIE7gZQlqXo6QC/+lPqanJTangu704RJOSJ/j8yFpWoPVNloff4zDwwM8u/tHZPu7wOEhMBiozuYVsTOwoAR2p+QsxUCZHGGrDqdWxc7OC/R6h5KCN0UhWaHI1mmbguaUVAclQlMZ3aF+VcVqew1ukiEbcLbU3DGuxEBi2pvjafyc9FzxOf+UAfQ+UKkClSai1StYuXYL434XvZ1nQEHXKv4MlAYwT8JeWwQsAhYBi8CZEOCfOLtZBCwCrxEBriDThYYrqKwNcUSwfo18zLqiOKdFMvIW+VKMLcvi8xV8mBG82BlXt6lwSNA4LRRMF0z3KS2Qk6qW/coioHBvbjhKCenFKfaHY9x93Mfdx1083BthkrKKRQAWmFb1JljTIkXg56iFKrTA0yXnLjaAc76lITdjUtqOB6/RgHf9hnwbk/1dFJ19iXkoKpFacKcb1jm6OuogxTe1S5ZbwG/Wkdeq2N3fQ41xFMSPGDiFGEHO3o2aAOOKxTlZtE2n0nEgFg4Gjycp4uEIFVPXMS+YzEqmnjSmY9WJthbRPfc9Y90QDVMF+YSNNhobVzAZDNDf30HjxpYuPukCzO4lgzIfGnvUozxpsOdm6iUvlLt9STP7yCJgEbAIvK0IWIXjbZ0Zy9e7h8DrEFxeiipdmVzUmzX0hx2MR8OpLPzS15b5UAtWAsVL8KAQGlFY1G1E0OW5A+Seg93BGL/+6hnu7QzxvJchdkIUVGBE1qZfTyGpZUUFcYFq5CP0ZoK8kLqAJeFCUBhhkp2yLke1ImQarQa8PQ8uXZ3o5sMaIuQ/ZxavC/V0/KV6HWm9hv3DDjZGQy3d05WOzExF/ePvHbvDyBm+ozbBz1yccAz8EI1GE0kcYzgcosI5mU3p9K3zcDF9ae5kxtn8AxMfBPhRFdWVVcTDMUadQ0BiOUJlBVkW3nPd20uLgEXAIvCuILCM3+XvClZ2nBaBy0OAgbpmNf/yehEFguKkkXGnXVEiY9wDU5K6rqrzQOk2YfXpY62nr13GCcMLvEJXXWcHZWlRS6R0/cryDGmeI8113Q3XwRjA/Z0xvno8wHc7QxyMcqSFI9YC8cmfhskr8ZjkWAywVq0h8AMZN+MIOBdiYTnS+WWMtkRTqsxrAdjzsLa2hvVmE+n2NlK6UzHgWrzPljEfGshaDXmthpRB8nECjCdwkhQO514CuGfxMSVOp9XclclFTZGmOFUazHX5vfK5WDhWVzGaTNDrMoYjE5cvBtGrSuocrEpdK0f5as84djbTu9QsMWEY09f1Qz1GmnPqK01cv30L+XCC4Yt9FMMU4nYnWJQ5t+cWAYuARcAicF4ErMJxXsRse4vADwCBkjymRkNlh4qG76kMUawVkmQoWJVOBwkf11KWDwT5oqDqyUq+ismYirOikBnXFrLFQPNCpXt1VTaq3UGCr5928fWTLl70UgwTGjVox5hKmseYZjxNlQoHa3/wqTBBBdBVSuCxNy75BhUPx8HK2ipWmk0Mt7cx6fUUY8Lgq/ZvVAGVHtepVOEEoQgojQ0YAAAgAElEQVT82XAoCoebKQvQS2B7CRPlr8ucH28eRBGq7RVROPocX5ZTp1IZu44oeifTOE517o55df6om0kChyKT2JV6q4GtG9eRjyYY7XQAKhwJMxmIlrdASzdEZsrNXO/20iJgEbAIWAQ0AlbhsJ+CReAdRYAy2NGtkNV+Vrou0gzxiPaC17RRBuZvI+3GJL+YKOi9xLriuR58Vmt3ASYy3e4n+OJhD1892MHD7Q7i3JcFagYhe74nxQSPmkvU2FhsrlKJpC7KUuT5JUFWX2kjbDSws7uLfrcr1cbpccX0va++EWH6Cbnw/AD1dlvgj3s9uEkKT4Tsi/VyZu5YC6TRwChOMKI7FxVb8x1crOvFb5WVjbkWLHKYZikKDwgbFTQ315GOY4wPWAhRKxymnsvcu/bSImARsAhYBM6OgI3hODtWtqVFYPkIHJf6l9/HHMVylyIc8h/ZWY8iRLVel8KE9GUvWOV6oQ/WHNHypelAiJcfnHCu+3c8TzIX0QVm0OmiejVhIqVji+yKrAPW2KAsOE4LPO3G+PbJIf5wfxfb3ZFkqaIQyaiAwmGKV1o51Lm465RYYQB/EASysi6saKVn1vNZB1IiuoRTr9VC3mjgoNNBY0iBXGVxculzRlPASduJj8oTIyNlDmG4UYBKqyGfwKTbQ7i2BqdSkVodnPpFShrvCrUjfakL9a/pS79fvhSakMJ/xcYmupMYDtPikiaVjky5tJlml3PUvDJJArU4WlZqEfzVVRkYrRyYpJBijMbCd+xLvBzOLFWLgEXAIvBDRMAqHD/EWbVj+l4gQJFHiT2vj10K3UqIVH0eMXG6HrwwQFSvSQG+PKPAlanMoOWXLoNdKYDno1ZvAFmC7n4HwThBICvtrB+hBcSS9wrrbw/SDHvDFHef9vHVgw6+frwHxwskwFrcqOgmxjFTO6FEK6Cr+BCFP4vueTOFg3xwz1UAs2p/GQMuTT4nQaTtuX6aDSS1Gg57PVyZTERhStMcnpuLZWeu9Usu56V93aHD7Esu3DBApVEXC0Pc76tYDmYLYwY1KjYCvcL/JZ1MHxmYpzdOOqlWUayvY5AkcAZMUFCo6vAZs1SZ/tQsnUTiPPfpqTabT4WJFN6UgooAKqFkA6Pi64wTgEpHmmrNSr87VT5K86cAOg8rtq1FwCJgEXjnELAKxzs35XbAFoETEGDhO4/CdyRKRpYkr7UMAYOFq9Uqkn6K8WAI6f+IS5USQqn7MLNtAuDpwQB/fNjBHx8f4kU3BoI6ZlUcyuPkWxS0jSA7e8Yxh1EktVFmd9+CsyBA7vtSiC5l8LSngt+pDC1lk5gYVlj3ELAWBXGlG51OTbyUPs5AxA8CFaDPoHVdh+UMr529iZlyrXOaF81tcy1HFmCvVuHGqap7wp+BY5vBfyGFY63tDYuARcAiYBFQpaYsDhYBi8AyETByiJFLNG1emkfL7O68tMpsmXMxIEjRZR9+pSJZndJJrOtimFalnpY5ENLSwcLVWg3ZoI9Rf4CM1hV2Ld2rQGqe5nAwTDI8PYzx7bMBvn3Wx4vDEQZxgcINp9YQxS2Dn/mWkjaV3eIo857noFoN4Et2JBVeLnHbb2q2NB4sSlf4PrIsFxc3qcLtkj8BpDQZLztl2wXtRdlQmLqej6hWk8xQ8WAk1q1Fr7ysl4s+o/UpZMA63ePGE7hZpuerRNGwf3TaSg1eclpSMmjkotpp4BVyhjZJEA4XqDRqwGiMhOmI0ytSfV56OKkOyNRH7yIMvoR3+8giYBGwCPyAEDjiUfEDGpcdikXgzSNQlmzeIlnEiKDTo+FT+7MHlYpUQE+ocOQU+stS2WXB6shKO+NHGFMx7PW1wlGSGHXXWVGgN8nw1cND3H3Sw9POGPSAoTCZM+MQ21FyZJYpid7I4YmaQlWFrYzQrhDwfQf1mo8wYHs+nhvv3OWlIMCO+du4bIQJAiAI1HgyZgxLpVikcK0TJ52dFzXWo8qHKqzo+r52qYJYlnKj6BFGSdd8PFuXum8+nLNzcbQlJXwPYRgh8ALE4zEyGeMsK9SFezAv6qNRNuQbkS9groFoG8TfQaVZR1AJEPcOkCWxSkfMz7AMoSRQU99R+Ws6Oj57ZRGwCFgELAIGAatwGCTs0SLwjiCwQNSajZwpn8IQeVEgYw2O1yJs07zBghgOgnpVdIVk0BcBW6S8OR7oVt8bTPDo2VNs777AeDyAiwShWyByhYyq5wBXjhyvbKK7UDw0YifrPqQInRwNX1UaL8v75rU3diQsngs/DCSeIp9MjitDr8Sc+hLYR6hdqpLRGMXrysrE7unGF/qSkjlNJkCewpX5eaWBvdLLlUoI33PQH3SRpsqlau4TnNI3XxKPdrMIWAQsAhaBkxGwMRwnY2OfWAReGQEjqJhjmaDUkdCr6UoonorG5WZLPy+vMiiRU3chAiBrM/jwwhA+A4bHI0ALXYYRCb7VrikvVUjKgz5paOLaowRPJ3ARtGpwPAfJsItiwngCXXhQmDa1rHPQKrG2UkGMAg0mFBrFmMQZYq7OIxR7hirHrVbnyQqFwqzg84zhEHCcHF6RIXRz1DwqKtr9yrjOnMSzAeIyjzIXqi6K7/tiecm5+i//LYMxAqCLPYYhonodg90OJoMRComlUOnBBHHxt7uEwcoYHXhRoIo4jkcoGEDOnwnu8/2a7+mCw+dr5f3YiFjp3CnQrIZwfKB/uId6PIaKbmFr2stmW/l8dteeWQQsAhYBi8AiBKzCsQgVe88isEQEThJMROE4IsIssdMTSFHgYvWFEzcqGYGParMBt9uDc9gBxlvSnO9yLNx5/uqbpiJMOXAqHsLVOpwQSPsdFKM+EMdAXoXDHLd6811go13FX//lp9jvjfFid4B795/i+YtD7A/GcIqqspiErJruSyYmWjW4Ws3/6FZFWdZzC4TIUHELESpND8sZm+H2DMf5Ds01syf5PqhwEPCsyJe79s9+Qh9urYpKqwXgCca9PvLhWFWYP+nDPcOQTm3Cvrm7DrxKCDeZIB0OZL5dZsda8kZ91Xy3putFXfBZu1FB4QN7z59jdTyQZlrfndIwPweLaNh7FgGLgEXAInAcAatwHMfE3rEILA8BSjBzm+P5cKIICVesuZosiVsXNJx7bxmXJ/ZiHuhV5agSwYkCuKMRwFXnUudG2OLxZeUgSq+ccKqpOg5y30UR+fBqIbIiRa/bQZopdxYnywGfvamNfUaOg7brIGpEaPoeNuseDm5uYecwxW7PwXZngud7h3ADX1bM0ywWBcP1VVxHkOfw8wRuxkDlRJfAY4wHp6M8WtPrJR0XdcV7wkMhdSlSxtE4jmTRSnT7RQaAl3PIFw2GtB7oWcxVdW9mZiLNyWisay0ej515Of1zPJXxqY+H1iwv8CVuJ52MkafawkFuTTutm5yjhyNNNWRyz5yb45EPW1VqgVurIA889LsHSNJYigKyHA2nRPYpkgpPWoGm9I70bC8sAhYBi4BFwCBgFQ6DhD1aBF4TAk7gA5UKJmmGnCv43IwbCUWX1y69GEFUS1IFa7JV4DKWYzAQHstuWFOYyGfp1en985xo4b5wXRS+K6vdDPseDwfI6E7FdLBSi0OidIWyGGEABACiyEcz8rG1UsFgA9gfFLi/naFwDrC7t4+K58ELaPDIkDB6g3ERRQG/yOGnGbwshctdC7UihgtPahLk3zcxJYJtAWamSqmYSp0SDw6D4c+1qXHMXjETppWOQikcAat+A0jjRLmjnbufWQ9nOiNbHApjbsIArPaestaIzLnh8UyUztxoHolFL7KNU6sjCwP0ul0kSYzCKcBEBfxuaAVTmc5mPMo7RkdcRNTeswhYBCwCFgFYhcN+BBaB141AEAL1OsZJgnw8mfVOGeYsUtHsjcs5K8heHX4lQtLtwRuPocTRy+lOqIr8xoD1irgR5azHwBoIjBCf02o8OCKr8j0lACq+/BAIPKAz8NCoeKiHwFozQK3moztM0BmO0Z+o2iJMvxpkOfysgMsuZFM++ozyMOIk6RuB0rR6bUfqWGmGOKGqBHhBKFYOZohazkaqaqRSAI/RLaYOxtL6OIVT10EYhkg8DwmzVMUsOHjKO5f62AWaLSSVGrqDAeKYQfQJMvG3C+CBX9/b8WN6qTBY4hYBi4BFYMkIWIVjyYBachaBUxEIPBQU5llzgGk33wotg1zPRKlKpULzAUbDIfw4OVnhMLKvkdBPHfziBnmeyyqy5wfwogiVKIJLhYOpeelbQyGUu2RyZaeMyjBpSRUTFMRdFOjs7aKzuwsvn+Dm5hpu3VjFJF1BZ5BgvxfjcK+PSacH9Adw4zHcmNmRZm5GhXSiUsYu5vY13WXMhrZwcOiO74nr0fIUjtk42A83piQWNGlxu9SNvTCg30UQhFLtPZkkyOk+J3NdINdmJzW7pZ+SMmvm4VJ4pfnLAao15FEFSVYgm4xRxGM4jAfSyhm90VS3pc5Lp0thxRKxCFgELAI/MASswvEDm1A7nO8BAp6HIlQxHM7CSsavewyOxApIr1rQZMXvLAjQ7/cRxTFqZ2XpgsIgX5OuPQ9RtYZWswmP8QT9AZwt4/B0nAnxRNO30zTHcJRi58ULHO7voxa6uHmlhs/eX5NUu70RsN+N8eLxLg4DByPGigwmcIZdJP0+nKoHBOzL/FrkudqUG425UsdLNwLQumMyhLEzqYnhSG2Mo5yc9cpIxaVJ0oNQCocjCsfUvU8mpNT2rN2cqZ32U2PwfhCIwpFNUhRUOPQm3wTVkjkWjuA+98y8e+Rohn3k5gkXJB5VAKYJZtHFZIJs3Idbr4gyqzJo6bk4gYS9bRGwCFgELALHETB/WY8/sXcsAhaBy0GAmZP8AOM4QcHaCty4ssr9DW4pU8pmBXzHAS0cI8/Dzu4OKsMh2iW+LodLUlWUm80mrm9twe90kO7tIfj0RwuxkfDvnHEOABM6DXoT3H/aw2Gnh2oIvP/+TVxtN9DwlDITRkCr7eNmtIFko47R9gp+/fcPkL94jIMvfov2nRuobKzAp6OWH0HSZdHaYfIAlzDQrJbvLP+814Pf76NRqyH0vYXuZcvq1FhNmDlNbUbcX1YPJ9PxA19cxRjDkaczhYNvGG7M+eV8eyXeGLvCzGC1KurtNtI0xqjXQWOlBY8/txLbIv5VpZfsqUXAImARsAichoBVOE5DyD63CCwbAa6i0nXFdVSyIAr6oU6DYySsV5aszk+AQqfjshKbB6/eRBZVsH9wgA1mqpJlZZWNp2xVmPZi+L4gVuLIQ2EuB2qVKlZX19DfP0C+u4tN8uTQoUUpFwzilX7pQsX7LitrMHZjjHuPdjAaT9BqVvDh7VWstiL4Ti4VullXpBK68BhF7rmYOA52t1Yx3O7h+VdfIGwGqLarcPi88FCQsFg7TrawXHC4Z3utP4A/HKLVaCCKItGalD7wimCXe2eGsKJArJMXhEGgci4tsYtydwvP+bPA74vKBvulgicfGWd86sgkPyvzbMlnuZDoBW6SGHe6rlUiVFdaYO2TuNcFLZGOn6tAd/XxzalDF+jPvmIRsAhYBN4hBGY+A+/QoO1QLQJvDAEjMbmu1FfwKUzTykFXEvPsDTBHgc/3PXg+a1d4cJotpNUaDrtdjMfjqQCoWCuQ52rXEqIWvi4+AMYO+Oy3KBBFFTTbq9g/6GB3d091SSHPyKFZrnz9RUejkkT3KAe7/TEePtuTWJDVdg23rzfQaIQisrpOCg8ZgqJAgAJR6KLRquD921ex3qjg2dd/xGB3F2CaYg4jz+AUTNF6dMX9dU5N3u/BpXVpZQXVak2UVC2HL48NVpTPc5ljytq0bHEuXtum55X9MQuUIxnJdLyOZkL0jzJDnJ+Lf2plSsfPOXZmNqtUpDZJnlHh6CNPYkh6ZtH4dMY0YcwMQLSQ4/TsHYuARcAiYBEQBF7jXxaLuEXAIjBFwGF2nggBBRxaECQb0/Tpmz2hpaFWQ1GtSmB7ToWIu1peF94Ysj2T+l5dAmTwsEr56sJrtuBdvYb9QR8HO9vAYKAK0VHn0HJdQcE0V7e7Y+D+DvDk0MfEq2Pr2g3cuHYNVdeVYHc6wNASwi1HhpzB2DQyVVxsXNtCvd7AzoNnGO/3gVEOSGIs/mpk4t039yvysNPBsN/DxsYG6s3GbPDL/joYmJ6oVF0BLRyvS+GYk9Wd8ie17DGelR558j0E1Srq66sokhTjg0NgHOtFgcvSdM7KoG1nEbAIWAS+nwi8ub+m30+8LNcWgTMjUBbDjWwlL9N1yXPhhyE8CncU5qlwMFNQSag/c0cXbGj4k2NRiNVAFpgpnIcRnEoFThCwOAPy4UDVSNDZjMT9SgalU/bw/FU2WS2mOxcrXzfhbmwg9X0kkxh5t4diQoGvEIVD3G9ch5dICmCYZLj37BBP9oZIHR9r621sbbSkOCAtFHQZUol0tcsMXdnopeW7qLVaaLRWUAsiFPtdTF7sqTgCTgXjQwq69VC1Ov6ffqD0rhKYpdPzIVJ+sQC63S76gyFaq6uo1hti4TgfwaOtyyOYKoucTxOoTQsS/yKwlLt38T8Nc8M4yoS5Mj8QclQfj7n1On8GDDtyNAzQpTCKUGuvqLTE3b4q0MmUwWJiOvKWvbAIWAQsAhaBMyBw8b8qZyBum1gE3mUEKHgt3PhT57lwQmbncQGmZTVF7ha+cHk3jXDIHoqskF18l1wfTlhBWGvAyTIU/a6qi6EVIk/iJ5bIlzBChSAAqnWgvYqovQY/CJB1OiiGEyBR7k1cgXc8OkgBrEU+yjJ89+QZHr/YBYsGtlsB1lsRAmbTLTIkBRPo0oKi3MWk2rinhFyEARqra/jo/Q8QHBxi8O13KBLWgqA2Q/cqtexuvGfM8cjIDYjmqG0/vLzwVgD9/hD90RjV1goCcal69WBloz5N+aKykeXgfJLflMmGqXBwf4WtBMUrUHkTryqtww0CRM2WKLnpYDT7Jl5pUt/EeGyfFgGLgEXg7UDg1f6qvB1jsFxYBN5OBLhiPC980nrg+aCgW4Q+MmSY9A+RTkZK6bhkKwf5oQhNYZ07z5VITY8dplwVbQjwIoSNNjZvfyCWl8PnT5COByhSVoNOkBZ0TtIDNAQ4C2aVWMvzp06MBkgWjinNO8zgFcKJqvBX28g8D/uPn2DS68NJMzgpkCUOksRB6jg4GKZ4vBMjyXOsrFTwwXtXsLFSQTVQ6WNdlmpzxKlKgqHdwoFDfyrpy5E0uPUra3jvl3+O3UEHd+9+gXjQE6sOESpEBM+QOjkyJ0PusIp5LtWnZdgGUA0k9RQ6J3Hnrel27EOYPlEnFPwZP0LXnf4Q2N9H96CDTpwi39ySmBpaf0TZ4jclih+Jnr4ZFo+15g3HE2UsY0FEfpqVAA59m4pMzeUp5GWajxE+5aUjj/U3RLxmp7MWDJcQ+qVOzDc2a7WcM/5siunLgeeHqNaZm40V0GNAMrhRETU/NSV+ltO7pWIRsAhYBH7QCFiF4wc9vXZwbx0CFGpo1WBgajVC4RaSdjOjlYNC3lRFuVzOKS6ZXfWklA2XsRSMW/ACBLUm2teuo8hz9Ha2kY91rAktHtrVSL1bdtYpVJIhLdNPFZAzDUcLfJ4Pp1JFdWMTXGnee/gAk35PWRsYrF4oZSl1gf3+BI+edxHHE6w0fbx/s43VRoiILlMSu+FqhYMZthxV00ErSDJ+z0W0UsfanfeQRz66nX10HtzH+PBQcZxzrFQ8uNNSot3eDHjlYwlTc3sK8vTGDAi5RVe2PBeMZWBphrQ3wODxEyRMm1yvA6trUoyOygYtEUqX49tzCt55BPEpP44YcZLxRObNq0RwpPDFtLrdjOG5M9Od4mfu4WmX0/7VPPFS6YHsV4/NtDFHfh5z+2ndnO/5bESuHyCq1kU5zTgPVAjzXJII0Bak7EGaMcMfj3azCFgELAIWgYUIWIVjISz2pkXgshBQ4hkzK0WNuhQ9G3Y6yBjHIdubkVqOCI28kEw9VVRX11GkOUZ7+5DgcQnyKGUHncKklA690D+1mkwfn3Iiop5hwvPhVmpYv3YdUSXCiz99gzFdukR6l6y9cEMgc4C9wy7uP3qKyaiPVgTcvlJBM/JUqPcCKE0XU3b4GzDwgUYdW7ffx1pzBQ/+/h+wd/+hrP47FDLzFI6MSGsqmo9jtKZEz3ZC9hhfkiWpZP1ScRMuRt0+nv/xG0RRFeu3b8NlwHjIGhBKV6XQbbA4W08ntBIGIHEKk9FYGgXVCPDZkVZmTnj1Mm4bdMu0OdRXxblM72znLlzXR8DCLVRwaf2ZMkfQzH42araVRcAiYBGwCLzJFCwWfYvAO4eAXp5lDIIfwA1CkSDzeIKCFaUlcFyn3LxEbCjAUZ4s77Jqq+Mz5IHnIKhVsHplE1maovNiB+k4gUNPm8JlRARch0oGMz4VsjqdOkoJMHaa8wxBPLnIEMU5Bu1Wa1i/cQONZgO9Jw+RdHaAcR/iU+XmiFPg6R7wbDdBfzDGeqOO66t1rFdcRB6tALRGkJNMXIToJuTKyrRO9sRVdLoOsdhiUAEabWx8/CO0r7+P3W8fo3/3OziPX8AZxXDTHH6aws8zeEUOl7soIlRGKHzOLA1UBujApZy41KP5f7Wcr25Ttmc8D61edPMax+g+eY6v//nXcMMKNj78EN5KE1kYIKPVRpUkmSd5gWvNBQOh+d0lsdBwAl++TVF+Ll3aV2YwY7Phd0QIFCNK0TAsyG0NtW5xOQd25NKlypMUwbTuMXGBsnBYXeNyQLdULQIWgXcBAf0n/l0Yqh2jReANI2CkJwqXvg83ovuKi3Q8ljz/4h9+Dt/8i4xmyoIWio1gTFluurOR58CvhVi5so4szdDZ3oP4+ecUBLXCQQa06xTdYWhxMB7u5+ZNBD3Ng+vBDSM0N6+gWqthcrCDvLMHjGjlYBxFgWGc48GzEbb3YxS5gxvrbdxcbaLhqTobyuVF21sKusIUs50ZpzTfheuiYIaq+goatz7Ays0P4Gcuxg+e4vDLu0i7A7hJBi9N4InCwfBzvepuBGARlEmTWbQKeAXgF5DjFFQD/BRkIqQKGDJxAPWeIk2R7u5j9OgJdu4/Qthoov3eeygadaSBL/iKQC6KnsLq3DiXXxBeCilul46GMii/UoXj05pC5bjc+BLOtfeU6H4sQEhEDE7l7jRml83OtEsqjZ6HqFKRgpFJrBUO/mwapXza2J5YBCwCFgGLwFkQsArHWVCybSwCS0WAopOPSr0pwan9ziFSXel5CWLkhTkVuc4IfD7jxgNEqytI0hSD/UPkEwbNkvxR0Y/vadF+5nlyQS5E6DTvUiGLIrEWOIM+wGBu5BKQ3Z1M8N2jp+j1B1hdaeK966vYWq3BY2C5YlLYNMMRXEVg1JqVjhnIHReZ7yNnJe/6Ctq33sN/+Ov/DflwhN/+7d9isLOj0hZPGK1urE+GqsaBB1cpHCoLVEl7M2MpH3V4hFAheMxQxlX0wQDDr74EHj/B9a0trF2/hmh9AyM/xISKKbNuieVGEyjTPPN5iXf27TlIiwydvV2hsLK+zjB7Nda5eT5zFxdsOP203oa/SlQCo1Bc3RjDISmrtSvdBYdnX7MIWAQsAu80Am/Dr/Z3egLs4H+4CIgAb+RbcyHCqXKpqjVW4Ach+vv7SOhDbzJUvalVVC2LcpU5dx0UgQenEqHCImisj7G9Bxz2Z2YNjklvpVNz60LHqeWBaVpdH2G1htX1DcTdHrrPtpGnBTrDBE87fex3O3DcHOtrDaw1IzQCB26WqurgYm0wC/WmgrVSB8xU5I6DTHYXqeshrwQI1lfR/vFnaL53Q/yiHv3zP2PnD18C40Sl5RWpmHahcvSyds+ii5ZUr5MiHno13PQ2O4q1JSdPdE8rJPsWhgNkOzt4fPePOOwd4oPPf46Vq9ckW1fmBchdD2KNIS7TyGmVrUoC+BnEr/fjwJeUDFEiaE7hh8niiRni0QA7z58gy1K01talynbh6TFeltKh4WDW4Xg8QZqmiOpVuIGn9VnTQMWQmzjy42Nb4h0DEy1PvgenUcckzTAejowz3pHOpjOqrWWXBdWRTu2FRcAiYBH4niLgf0/5tmxbBN56BIxAQkZFzzAcM4YjCFFttkXh6O3tIWW1cSocJibAtF3ykTyZjTzNNmapohyqa4hTnvZceIGPVrOFvFqD//QFims3gWvXtMCqXWD0yi998Y+Mc0b81DNjfBB/JTJJwd51UWm2cOW99zDs9rHz+BmitMBOf4SH2x0MJn2sNdu4utlEs+IhpASfqQBfx6XArOJUJIWsuO/oEcs4HVDhkDli+ASFfwqZzRqc29fRHn6GcT7Bk3/9lQTLr2xdg09XLz+SgHo1IGVpYJpcMjzD05yRuj43wJux8bZoV6reR3JwgP69e3j86AEqtQZ+8Refo9jcQuIGUgxRfK48BTsnyhHfo1NhlQbsSnGheTEr9QQ9TZAOetjffoGrn3yC2mobRbWCwg9UwIie07P1dJ5Wyj2JMRKT8RhJkqDerMMPWd2dm3Y3K9QcCucGQ93CQGsul3csVCKBZgNxlmE0HM8UDs3DOeBfHluWkkXAImAR+B4jYC0c3+PJs6x/TxHQCkdUb8CBh8OdfcRTl6rLH9O83Dbt0Uim4rqj0pQyeLjZaGCt0QK6fWT9vihFRkEwtPiLhCI+94v8UiEd7hI8buRi10VjfQO3f/YXeB4X+PLxC/SSHE93D/Dw6TMURYyrVyJ8+uEKqtVA6Ws6i9Z0TGJ0oCJErmacsQtmf+XKOe8GrtJxJnARV2qo37qNrR/9GI0rW+i/eI57//W/YPj0maqVMSXOEzo5qf+Uqnbk4fELAxif8DwtxJ3q8Vdf4Z/+5j+j0ajj5o8/AzY3kNcqyCW+gzEzs/8MPMeJn/WOpsD+h0O4wz4qroOgEgHVCmLXBUPIL1eoZucq1WyaxFKg0Qt9uICX8/IAACAASURBVJwITsirD/KsYBxvN43Md+C5LmRVjm5VpiL78TfsHYuARcAiYBE4BQFr4TgFIPvYIrAUBIwAxSNrXfieBAXT0iExHOMxwIxBurL1UvpcQESLefKErBjZTtjTK/+KVbV6z/S4jfYq3NVV9A4OkHW7aEnlbmXNUG2V8E6ivDb3pp0s4MPcIj8UvI0CI7IeL0iEQnCzBf/Ox5h88wjPE+DrJx08onVjNMbGWgNbG3WstkIJ0i5SF65nVuYV3WmRvylnMsipoiH86nSzE8aHsIJ6ECFY3UAzL3Dtp7s4ePQQ248fI/vXX2NjOMKVn/xUYh8Y/6AqclPVUPYd9W8JBLp26TFyUJLVipH1NCex5ka/j/7XX2Fw/09w4xE23/8pNj7+EM5KEwVX+5kxyWS+ypXaxFenW/l8evO0Exm1Aqjfg9/vYaUaoVqroohCpB7TwnKIzEQ2N5+nkT7Pc/kYCzAoO88zSYEsLlWlTi80vPPwcKRtabDabc13XQScNxb/k8rzJo5H6YvqdT3HR7/8I5TthUXAImAReNcRsArHu/4F2PFfGgIU5kWgLsmfSpBW7kphswk3qmA86COjS9WcQHNZjFHeNRt/AYjSoSU7EUW1vC/mBtdFfW0Nxdo6vnv4W7Q7HbTo+iVv8V+OkLsS5I8M+ALSospYpFPXUuqtNYArN+Df/BD9nUP86u4z7EwmYGG2929dwdZGSwRykVF9H47nSaYoFZ9A4ZCmC45QT4LmidYNl+XAyT3TSsnAcynEmLkhvGqI6GoFd/4qhPPb32Dnn/4JO//t/8P159tYZ+XvmgenFgL1GlAQRR+52Hc0JmbsZZcgdiIVxcmXh3w8weT5Np7+3d8B3X189tnH2PyzH6N6532ARSElXa4qi8EeDJvC7IWDGjRjMm0Fim4XQbeH9WYD9UYN8D1knivxIgyo18gpoJb5L/sXT7RC0s4y9XKlWoEf+DJll6jmnDIKjQ8VDteBz4UBlwrHWH4+xT1Pf/HGAnREATyFun1sEbAIWATeVQSswvGuzrwd95tHgFmYKpGk4HTosjGaAM3Xz5ZWF450TLGL9+XfZhPpahs7gwE8ZopiIbzCrOVTauRGhUMrHfpS3b/gv2SAWgSzR3k+vM1NFGMXe8MMoxyoV6u4st5Gu14VlxcRE7WsKD0q5s/UeVHkssLu0fIUeMhcB2mcs4KHVFtf/+Qz/Fmtjv3ff4He7h7+23/6T/jolz/F1mcfIbxxA06lDs9XqhdBYyC4QY8MCFu8JQK2o9yyOn3c/81v8OD3/wb/cAdXbl3Hxi9+jvDKFWRBgJQ8sdqJQ6c7RaM8vDMN7KWNSM1FNhgCoxFWVlqoEussgxfpgPiXvr+kh4xbT1IVQxNGcDz+SVruSF+FU4ffBAlIjRzzrb8KRfuuRcAiYBF4NxGwCse7Oe921K8ZgakIamQpHgMXfiVCrdmEn2biT6+Cxk2jy2HyZavW0jPlTbN8S3GrXkPeXsEo8DAaDxHv7yLwVuHQfUkk7Dll41XZ1uQYP8KMTDlrIqyuwj9M0R9miB0HTS9ELaqi6ofwmRSKgqsukF3uXvQOBoUbq41+eHRVmhmeckg9DMbXOCohVVZ4cLwaoq3r2Gw0ERUunLt30bn7NfbvPUQxjhE83kFr4wpqq6twqzU4gQkql55nsjOtV8Mxht0ehgcdjJ9tY++bbxDv7aJ1dQON9z9A5RZrbjSR+h6SQtX7cOnWJBEoyoWN7GvKaiS8OOvnUn6R85u7GPQGGA0GaK20UalVlbLEDFpHlKazdlBG/iXn5EP2AkVeIB3HSJMMLgswugFoWVFjoqtSmWlDc8n8GLJyLPXHmpBBgJCV6BljRaWDmcAM+wvYWHDrCHV7YRGwCFgE3lUErMLxrs68HfdrR4CCiggkFKhFpsoQVgKsbl1BSAFvMJgXJ5fOI/s/yw+9uDaxdwp/1SqcdgvhlQ1kyRi9e9+gVf0UYdhW/j4ivb9MjTllGKLgzMnNZNR1RP+K8xzVZh21lTHiQR+pCMsesjHA6GZXLcwrAjI4LTRqnI2AaALEhZsjkiGFek+Ltjlcx0XgM4uVjyL3kToeUHdQ/8mf4f3rN3Dtpz/Fd//wL/jiv/wPpIMBPvn0E7z/o08R3bwJZ30dqLdmAyYs7KvXBZ4+xe6XX+LhN1/j6dOnuPnBHfz8L/8CrQ8/gL++jrRaQ+b6YlmhqM3VdfKy1G36EbL+h4uDzkCUjuu3bqJab0hXeZxI/Ibjs+8l918eDHnJcsTDCZIkhetFyN0AqahYqufjCseRiStTW/65A1TqFeS1SOJrkKpq7PN2Dv21nVnvWz6jlqJFwCJgEXj7ETiL7PH2j8JyaBH4PiAgFaIL7aPOqtSAHwSot1pw8xwZYxNYl+ESx3JW2tKOgj3jKIIAXqOO1rUryEcDbN+/h8qdWwjRVgXi2IbuT2YrnZpbJx2nloZj76gAXqktQRYqkcqi5AyQFy76wwR3v3mMINlA7da6ZJmiX04cF+CCtCdyMpUGleiXqDJuw2xyqvtUtgN9IfjnMh66M1EPzCgEu6ykTiXAQej7uPnzv8Dm+nXk2zuihN376i7iP36NzPFQUJvUG8NHuHtOgSq9qpIYzfUN/NkHd7B66xZat25JQH5SqyENQ34QcFwfTOurKpCrdMXEqcS+UV1PV1CPvqS4knLwqtr9QX+AXm+Im60VeLW6KBi+76u++e6xeTEjW86RXTBonNXsA7oY+qw54kpczmX3/dIRcNwE3dQ9kcbk1gB6ycC8lDn70CJgEbAIfP8QsArH92/OLMffSwQo+GphRYQZDqIAhbtms4UiyzEZjlChwPsWyDKKBQpcFEw9+PUqWPl677tvsPvwIa7S9z9jkDWVDb0SrnQEJaROx3iRyTKEKPQVoIEhqIQIKxEcWj0yF4Nxhj892kUj8NBu1rHZChB6fFbAF1csha9xgRFBcR7YKc5iT1B+V/KacmcqdLakgkoE4zqErQKh42Lj0waCrRvAzi6ePPgOzx4/Qq9ziKQ/RDGciKzM2U5dh4YEBPUKVjbW0Vhto311C1c//hDB2iryWhWx6yHxPGRBKPE8rgS+M0OUUnCE7SmvC/A0MjAfLWpXfs42XKJn8DoryA9H6MYp3BXlEsbaJD77l8J/C/pa5i2mMM4y5OKqBARRRfqdqdxz9g39Tc1P4zJZOkJL9yeY0jxGHI9gWb5YBPwRavbCImARsAi80whYheOdnn47+NeHQFk40b0WBcIgwNrqKtI0Qb/fRyS+86+Pq5f2ZBbqKfBXI2zdvoHeo++w/e1jJN0uEKdAhev2pgLHS6ld6KEETXueVDtnxXO6GXGBPs1c7Kcuvn42RO68wC8+uYKtlQoqulK1Uu4oBBbw5A12z2szqNPZobhL6wetJQEtDIWHIme9jwJZ7sP1Q3irbazdvIb6eIQ8zZCPJsiHSUnhcJXCUYnQXG1jUmQomAlqpQlEIXLPRcI0w7SCeN5057i5y7YMWZZKBukYWuMYOOggH8fIGHeytg5UG2pV3yhapeano3WBFikTJYzEmY3poYMwVBXu5WfAMDqT8Wd3LtDXpb3Cn+u3k7NLG7IlbBGwCFgELoCAVTguAJp9xSJwJgRKgcrTGOzyiwXdf2jhaKLX62E8HsGk3Sw3exPnlHVFRXLUyn4ReKhsbsCrREj6fRTdvsqqFTEtLAUuLXSVZa9zyGLltWylmilCIngDCMMAUUh3I8Z1OMjgIXYD7I1yuM97aFZ9IF/BzU0KzQoxHpTSwKhy3nN0MbuSMF8CVwT8Iwqf4oRWFuagYj0MpoylixktHswiRXOUs9KAl2QAA5/jFE6sqo7zbRaOYzC7ZL+qVgAnFx76dBvyqWA4KPJMUvm6rqMD141lg8fpcGaD4plmbe5paTSzU1G+dEFENUYgHg3Rf/BAvr/21Wtw66z7EUr19SzPwfolrk9F8hK3JIEz6KNCi0qtKqmOqUxmeQbP9dXQyt9T+fwS2TpKmkCb/egTe2URsAhYBCwCZ0fAKhxnx8q2tAicCwGupRtRpSwr5RRqme2mKHQMxwr2Dw4wGQ6R57lSOthGhM3ym6XupwLnTNYvPT3/aZle+W2JXQCKwEfIwPF6HQF5O+wqpaO1VhJ+9YsnsFwme9ZzCtx0LQpDX5QOxjXQ7pDSbuFH6Ccx0s4YtccHErvRWqmgHrmIqAgQf8HahPky3xMH+hIGpxK+cYCTPLfyHhUCmjuoTrAoX+YoZSLNHCRJjmSSwAkL+Ll6lz0x7oO9Uycb0zutEkp8yDjJEHguQt+BlznwnUIsKSZTFvsSZWtRvQ2Zq5eMYR5cfm55Bhp6JPuY62DU6+Lp199I3ERraxNevY7c94XflKlxOdbCeylU892c97pg5qfDQ9TCEE69Dsf3JUkAfwbOts1/tOfA5Gwd6FblftgHf7J5LN8/F0Hb2CJgEbAIvHMInN2/4J2Dxg7YIrAcBJQYNBOGGK+RsfZAUcCrVhBubaEfJzg42EeeJCiyAkW5Ot9y2LgwFQa2i3+9A6y2W3jvxk14u7tInj2TVX0RvPibxMhhF+6p9CLhMnvpdvk0STMkhYcYIZ4PcnzzfIjffruHbj8WVsgO9Y2Mu4iHpxAsEVcqAwVfWXMH1Qx6a4Weh9BnOmAOvUDCTKkZpBp1NQhQjYhVAC/0mOEVjpfD8dUuJSZEXclR8R2hx9xYDJegO5XLeiM8Uthf8saqHkWeMkIbGMfov9jFn377W1GG2jdvwGOVcZ9WBQ+B68E39SeWzMcRcix2ubuLZhii2VQZsqhcSj0UKn52swhYBCwCFoEfDALWwvGDmUo7kLcRASM2zQJhGRSuXXp4DEN47TZGaYpREqs1UyO4cwHVEDCDe52LqtK3dnbiuQs0WXX89i109/aRvdjGVQqG5IlSPVem6XckQeQLeDdjWHQUAVMNTncrragwcBPDAzNOFbQvKFcfroSngqWLwziH14mR4xCtmgdmdF1tRCJQk3GPQEqKWQUolT1xL1LkF/8rTTlzxtrEsuGsvu0gVUYqKVgn00UGOXYyzJLgtMPkLoqC5QON15lKCEB41DegknuRN6m3oWuACBQyZj14AWAxi2e6y6GzajkDxal0DMZI9/bR396G9+NPUVlbR6qL7jEJgOt4KmCdxR0VXGfq5ryN0skE425X6lz4rAFCXGjZUQBJwgDSJAvTn5nzdmLbWwQsAhYBi8BbgYBVON6KabBMvEsIUHhSK9pcMg+Beh2sNTGJExGQKXSJ8KpDD6ZCX0n+fJ145XmGLE9k5b2xsQ73vdu4/9//EbXdXWyR19yBkxSM5IYyA2gp8UJMmsAXLelqwZ4yqOuyUFyGoqCATuIZ8pzuVS6GqYNimCJOYzSqykpQqQbwRYBme7F3iCKg2GLK25I2M+XVgMxjeafgm6uYDdbpoFVC7sxZo1hkUD+j+1KRu1JEz1BV1gxqAEr54LdABcboaUbXnLKzSODnB2EIThuefMLmHq0XtJwVDBY/gHOwBz+OEVarCFotxH4I1w0k5kTcuZSYfzLRJTyJ40RilxjLElUiMG+xKEaMk1kwbqO0axV4CRxYEhYBi4BFwCLwuhCwCsfrQtr2YxEoI2AERkrSvg8/DOHHCdJOB3mzCbcZTGXKBbJXmdKln7PqtMugY5o42mvIb95Eh3rG4QHw/BmwsQlUWcNBc0pPpCXGG1MvkEVvt0AqKVRddS0Kg7KsMIA7doB+DHzztIO0yBA26rje8tGOGGieyKq98vs6DpmZDj6hQMvdRHEcbS0RGRJELhEh1BDYmmww4yx1AV3ww3UYzwGJSyB9RpW4nrJqaKOJICbWjalWebS3pVyx86lyBQwf3Ye/t4MffXQHW1evImy0MGTVeNcXhYNpiJ1FsSNLYWZGZDwe4+DgAKvrbdTrNfl8qBcyjkVt/J7e9Nc/49eeWQQsAhYBi8DFEbAKx8Wxs29aBC6EAFfW6Q6k3ERU0bywVsN4NEZv+wWCdhvVuhLgRZDNC+VqQuGrLBmz98uSx2QRXhGnYM10tCItMzXtShvB6hrSPMP+vT+hwQxSUaSq7dH0cCGeRCpegKcasJB1mI6WFg7tmiStCy3QF4i1V1fci1F4A1QaB3BuNBGuh6h4BXxaluZ6MHJ4QYFfC9lk3wyBvavwc/OiUkaohImOoBWFqYsWp8goD8xuRZrURDRNWg/EOsMAbk1SjW12fXyS9fvTvvSL+jD/SRx9qoclWaqUS9r+k0eIO/u4cfs26mtr8EJaFzwUjqvrqpCCSl5geJynufjaqGgzjo68P7st1qM4nuDw8BDrW5uI+F1R0eM00EokLYi8pnCE0OLe7V2LgEXAImAReHsRMEtJby+HljOLwA8AgZm85EgdhzRLZ7pDnqPSbMCNQuw8eYz+wT6QpSKAMUiAVZgLsTC8GSBc1xOXHFUMzoHnh7h65wOEtTr+9NUX6O9sA/FYFavwGcNxET6PSKPHCBg9hilbRX4noOyHwqkLpMjBCI4xgCECvOim+LevHuHrp/vY7qeYFJ5KY6spm/lgr8pmcaxLuWHaHX2qxGElFvNtag+5uHwp1y8dLqJfknsUpDU0wnbp3IjXR/s431WZo/lzRYn+eXRBS/Hs2VPsdg7QunEdUcMEa7ui1FK+54imGJ+LDdUz/124zT2I4xhdpld2Q/hMr2w2DboZh7ltjxYBi4BFwCLw/UXAWji+v3NnOX/bESgJWCJD6RVqid/gijefR7m4I0VXtlAZTVB0D1EMenCSiVgMGEBLH3eJ6yiPt0R7enteOl7UZtr47CcqiNcXuTgPHDi1HOvv3UHc7+PZV3/Ajc9/oURUFgIMfalMLtRP6n+eTzY+dk+9TMjo0k+FIwg8qVmSTpiZykGuU+RmTgFRQ0RYpjUmwpjF9CYT/PHxvmRn+tmH13C1GSJUCaZ0d4yx4Kq/JGfSTJCW0mUUS+rfI0ORZXilJgjrDMCQe2ILEl6pVBx5x1ywL0cF19PCNR24fAzGQnB8blTb4/c5EEPaPOW1uSfxDkyjlYyA3iHwYhfZZCwFG52NDTis3l5kiIgXA/DF/EK2OCaleBybGtPR9Gh6FDVF7qrKJURBBcTTIqSANrQdjCcJ9jt9TCpNOM22MJ0XKbgzcN1gY6iTGjczNn05PZzO57TpiSeqL/UveZY4H8O7PvLe9L6xyhz/gE/swz6wCFgELALvIgJW4XgXZ92O+Y0gYAQiFoMTgY6LzkGIolpHtLGJcP8Aw6es4n0IsApzUVECIGMC5GUKQlrCnJe6DPHLGBl9XCiAukDuu2QLravXcfDgHga7u0gHPSCeAI6PwkQ/iwx+HqbYdn5Q7Fa5IPGp73moVSvo5QUmqSNF6pizKmcwuXaHornDLXwwIdMkL/BkfwzkGZr1OkJnBY12pJJJsTfKwCZSQ1dmVIK9Efxn/E+507dY+E/YJRHBRgnXEqcxe23mEqTnhQH4MosmU9mR+TLjLxFYIMjKU8NHuekRWoo9JejnQBZjvL+D3jd3JZYlWF8DWi1QAyPnPpSiZWo4KhezOYInXpJv7lQ4FoyBPAqfArhqE8fI4gSTpEBeqQM1uhDybbrIMSLHMzrPtNdjlOfHPn89fdOeWAQsAhYBi8CbRsAsGr1pPmz/FoF3DwER4D0kUQXR6iq8KMKLhw/QPzjQ0jAzIGXIs4yV2948Pq6H3A+QRRWEK4wzaUj9CbfTkcxH4Op0lokL2MWZNcLrSRSU2EnBOHdYOdyEeM+OzPvkuQGCgNm/QrzoxPj3u4/w4NkBxgkrWSt4mcmXK/HUpIwwa3plpIYoMyqyQEvMSnLWURw6tFz1a1bjzfsvP54mGZ+GwVHqagTKKjN/LloVi/7lwP7T5/jif/wTKo0Gtu58AKdSAfyQKax0Klo1zLLacLSnl10Zns1xUVv9jMr0wQGCSYJ6axV+VAUYtM4UXtyoxC3YFt9d0NDesghYBCwCFoG3DgFr4XjrpsQy9ENHQOQpSswivzJzkYfmShvdRh2Dbg+TwQCYxECUSXrcqZvL6wamJBeLkK3kbUld6gYB6q02bly/iXh7F/v376O9eUUEV3HBIq+UEEs0lsK+pkeDBtUEEUKZfla74DAVrc8K7igQSOBHRYrzPd0e4m7lAPUgxMc3mmjUQlmPp3BNlUGtvKj4EI7VMC4isJZ0zVDEncYMRrsemfbm9olHWjaEugqINrYUtjf0F71LFjQbUrV82p44TB9OT4SY0KN2NY6Bh08x+e4Res92ceOTn6L1/vvIWF08ilD4AQrfReYRR8URh0VsFC6LOJq/p0al7s6NhPVZRLtTblW0bAy3t5GMRmiur4M1OJipTXaiIHO7qG+DwHzf9toiYBGwCFgE3nYErMLxts+Q5e8Hh4Dy/1bDEpch10W9Xpc9S1PkozHAvZrCYR5VyVM6B4OR6cpy3lyTpV2yD8qKlAV1f+SrsbKKG3c+wh7dwMJ7aH3+SzBmXCRnkQ21u9ErMUJCJFraxBeKSgJVBT5l2lsdP8G6e3kBr0gls5brU7Fw0B2OcO9ZD6Hroln3cM13ETHeRJMXvUF7SbE9t3Kv5fMpJwtvTp8uPJmPxVDqx8KmJ94ky9ypDIgn2TShgH4isPOcXk6ZfE/ju98hffgcFTdEc+saqtevY0I3pjCE4/soCMWUoH53ysFpA+VztauWVAVn70jCAyodzOxVFMgmMQ5fbCMej9HYWFMKR6BjfzgRWpk0CqVwMyM35cqeWAQsAhYBi8D3B4GzL2B9f8ZkObUIvNUIUOFgtiW16ZSzng8/itBurqBCAbLXA5JENVn0U6rkuzc3TheorK1h/Uc/xt4oxpMnL5BRSZpMgDSWjEhKLF4+i4w2KJgZikK3rPA7cAsPDiVmSqdZhjSZYDTqI89S+H6AqFLDOAUe73bx79/s4N6zrlBgOI0oScfYfLslXDP9My45cH5TxCVVFcXpupSmmAyHuPvlFxiPJ/iL//WvsXbjFrJqHRM/QuJ7SH1VP4QQkJ4rKhorpM8rHsdAOnJDlzAUKsp+o7jLmGlNXAKZIjhDPonR3z9AMpmg8v+z9+ZPchxZmtgXZ95XZWXdVSgQIECQ7G6yj+nZnZ7RzMhmZTYymWT6+2T6TbY/SPpFJrNd7ezsdPdwpjlsHs2buFEoVKHuM++MQ/Y9D8+MLNwgjgLgQQYiwiPC/b3PI4H3/F3VChxx7XLFtYt13Efh4mPdmwuDgEHAIGAQeIURuJ8o8wqzY0g3CJxiBCi/JTKciGKyEk2Fg9mBbPiZHCYn6sgMAvS3thH1+7IirIS3ZDmbS9qyDxeVnz/DabmThHMV2nXhMBB7sgG7VMZgEGD/xk109/YhPkzJivaPJY5DU73gf8zuVcgX4LmeCMae40ggOW0bXD1Xrv8WQhsI7RihHSJgsty4B9uJpFp6s93G+uYetnab4mlEOVhbN0a0CpMJwKPWZ3GmBfHHs2zoDyY9AVrJSj4D5Z+XKBtkhnuidAx66G5u4vDaNewdHmBQKqD6zgW4lRpge7BdFbtB/rnxHwOXFiIWeuRn9rgMC5mWKHxU+pTiob9a3Qsr0QfybUTdHg7vborCUZmdgVcqMgWZ5BJmRXjSoT5zFUWjeKIydXJP4/Ow88dl5N7n9Jegfrfj83Dv06bFIGAQMAgYBB6EgFE4HoSMaTcI/FgEtLSiZa6kPyWS2codhjIMwzlsG5lMFtOTDXi9Pjobm4j6zFRFOUv5vvN1JXqr5hcm/iQuTOISw3gHxkbQ557F/opFVObmkMlmcffrb3C8sQUMtM/+jwWQegSzFkl0NzzPRblcgk83oJgZeKlw2JKGls/JblmIHIDpe2PPQhj3EEYtuHYfrh3CRoh+t41upydhMioWPy0cK1WAfzGK4EuHrSSj1MOOaU5Vb7rP9J2nOecs611bIAA70S1GgnCiaNiM+yFeTNPVRXNlBdtffYXAtmDNTCFemEeYzVN9g8f6KrYS8MkrX2NldO4Ou0t020dTTQuTKohixc7I2pS8yO9FfgK02PUHCNs9HFDh6A4wMTcHv1JE7PtCExUOh8iLIqUsNpwzS2qdsN4Jlam04qGxedjx0Rw86Ak95/r+/UbR98zRIGAQMAgYBB6MgInheDA25o5B4PkhoJUQSjA8ty34mQwm63Ucb29jb2cXGa44MyUtFY4kgQ8JkjiKJ1mBfkZckEy9y4nvwioVsHTpEuxggO8/+xz5pWU0Ll5UMiF5exabxkj64kWEKA7RG/Rg2y4cz0XWdRBHdAKiQpQRuTQadFCIA1RtYKKYRb1aRX2iiEYtg6laHiUmR0otuWhy1dToq2fBwHPq4x4SFTaiKvG028X27Vu4eeUylj/8EDMXLyLKMkA7I8J90FP1TSTeniSm+qOKkI7DeCIO2I8CcfQar2nF6AVAq4uw2YadLSBfrcLOZqXC+UhR06+lCNJN93Q8vPHMTtKk0/UxoLVOp7J+ZqOYjgwCBgGDwJuFgFE43qz5NtyeAgS4aiqblqckINuCm82iOD2NnY1NHG/voBGoOAUtCPJxCdxO8/A8FY8UfRySVEtduIT8wLEQ+h5KczMo3V1H7+gY4c4esH8ITE6MCgAO6dUdDhvuI5mm7ykhWCwXujkJXGc1C656cxXeFhegGHbkCFR0B3KCGG4QYtrpoz7oIXewi6Wpczi7OIlqzUc248BlRqYoBmEWq03CFw8PFreTh/SkaLqeSBB+ChyS8dSbmoZErpfGVJ9RgKB1hNaNa2hv3BW3vInFJZRm59FzPLh0paI7GvlMkqWRjVGvrLsy3jJk81EnKTKGjyYWPDGhtDuw9vbgByEymQz8agVxNoPIdeTb4rAWJ3WIb/pcU6iPwxGe2YnqWagQcIIgQBCEiJmyl8o/t+S2Bux+LD8zgkxHBgGDgEHgNUEgtb73mnBk2DAIvJIIWLCybciEDwAAIABJREFUOXgzM2jHMXa3WRGawdfj4kz6Kn3+XFnmQMkuAn4yGEPaO7xRLiBbq2IiX0CGysbqmrjOPE+aqHgxVmOAAJ1BR9ykpIJ2L0Dc7sPuDlAOIyzFAZY7+3CvfIFacwNnKx5qnoUcvcIYXj0IMRgwSoRbWtykQjPaRwJwmisNTLptJI+Ot5680u+qkU/evf+1elbe1EIvH5QG5XYm1o2gj/7eBu5+8gfEu7uYm1tAaXoOKNbQhoPQseH4FmjsYHIo/iOg/yFQfav6Jven4clbxS1JNFUAR0ewNzZQtm0UyyXY1TKirC8peYfBNFohHw6lXagU/8PmF3AShiEGjD0RzUx9Hy9gWDOEQcAgYBB47RAwFo7XbkoNQ6cegbTcMpShLFieD1Qm0LUcNFtthO2WyvjkZYUlugsNRcN0Hy+AYT2cCKSUcS0gsIC+BWRsB5WJSXzwi1/jeGsHP3z+JZaXF5EtZpVrlVQq1yLto4jVI40/x1Y7juBFffhRF5m4Qx8dhGEEK4pQzhYxWSqgUavhYL+F/uEhvGYTk5UiZuMQ/Q0Lh9eu4nrWwfxP3kOuxsBpBxmblcol7FwUDo6jFI0k7iCR58eoGl4kaBAM2R7PKSjNmZp+1Q+Drbnp3niu7qs3dPtwOHmAmZ8SgTxmgcgQRzdXsPXl17h5cwWNuSUs/+LPkKlWETLuxvYwYJzLIIQ1iOBkHKkDIwMltTfEApeyfKjRH/EniUoRS1o1vbQMWIwpGfTR3tnB8d27qFUrkhKXNWZYwFE9nHTAw/DlB407NsKDHnqKdj0wabIQBSy8GSCm712iNJE8Is7teVGRdG8OBgGDgEHgtUHAKByvzVQaRl4lBESs0TKayFmWqracK8LKFhDbDsKjI4TtJpwcf6bpdegTkugLY1ypPKzuLQKXrYoWMgYgV6lh4eJ7+GL9n7B/8xZm93bgl3zYNgMlskpgS6RI1mKgdCr2g0S+U4JbcnEffsg9K2qUrAGKcQcldJDNerBtH67tYKpUxMxEGdP1CtbWHeyij1aXViMPvl/G1MICeof7WP/sCxQ9H85b5+BPTcH1bFE4SJLwlJCgbBsjuVemKKGL5yNKY8TMDCUbW0mpuss+HrYpFEZPEBe+MfZW8o1I+5CISALk5UkK8qwkzq3fB5qH2P/2Cra+uwrLz6K0uIjq+XNS5G/gWLAczh1rYvBtho4rZWvYNUeXi6f31RP6dR+kS8BVAB8fHWJnexO1xhTK9aqKTJc8ZIoF9Sd7GFF0ApH0g8/vnMPHQDgYIBwEEtROcxCbOdtppS9N6fMjyPRsEDAIGARebQSMwvFqz5+h/nVAQCQ0rVA4yFcmUK7VMdjdRn9vArlyTgq0pYVZPj2UyeT9FwAEx0lWwSlkMctRxrfhWBGsYhWYcdDN5NDcWEPvzi3k81RIpoC8JzUW+E6a1KHwlojpqbj4FDNqUP5FlbdiTPkB9qw24HQxMzmLWn0StUoJ01UfxYwL1wYyKMDpd3BjD9gIB8jn8rj0F3+F9Y8/xvpnn2G7E8PtRJhszMg4CVtK4RAaKYorwVKrD7xW2+hMtyQi6JA7Vbc8zenoyfudsUf1dNK3HiLpQh10f1QWAlXnhJqeWA4GSlk96gDfXcXmx3/C3tYGfv4//j1qF95GlM9h4DmIZJFeKUdUPJjly06KkOjeh/SNiBo2Pd0JpfZQJT5wfex12ri9v43GuxeQm6yCTnHKLsQZJhXyZZ8Y6n5tJx55HpdRjEGnix5dG/NFlZWN33+ik5EqPVXPY3jTp0HAIGAQeJ0QMArH6zSbhpdXB4FEwhsKenTXYGBqxke+XkehWpNqzN5sA7mlRSWwSQCFcvUZvvciOBaferXiLZ4zKdodK4YVMHg7BrI+6gsLCLpHWL16FWE5j5nZGcRhhMgOETmOJNvSigW70Xzo44gd1RKxaBz7ty3kPQdnpqoo+A5a/RDF+iSyhQLyOR+lrAPfUe9MT1hoHgE3nBDb3T6yPRfnyxOYfvenyMcuOndu485X32Cv28Ps+xdRmp6UAHfHsRC7trgYBWB5QXrRsM+RexXpG3kPqXsnhU5FxYiT+5/xKfXm2PPpzgTysbtJV7aEFKi8yknNjf0j7F+9hhv/9HvYkY3z732A8uIZoFJDx/UQ2xZiO5LgeNu24TIdrmsLrtaYheZ+492fg0e2iiWL+XUtxIzM39tH9+gIzThCVK9J/AaxlIriTGtM1ytiIkHjJ9HRlhfS9wxpvIcJToAqUMgUvkwV7NgsSpgEjScKx3Ml4R6aTINBwCBgEHj1ETAKx6s/h4aD1wEBCrYUanwPxfoE2vU6DrbWkd3ZQyNgcQSmY1KMJiLRkOvnKX7JIA+Q9bToF4eBpKm1fAeN5UUE3UPcvPolcnMzmHk3kMIOcRRJsLKsCicEi/6UxDqLSJ8ImkPGKPqxKnsYiutP1nMxU6+gUasgZFwI63Ew/sIBPAquDCSPgWoRqFZt5IouDtsDbPVC7MHH4plzqOWLWOl1sb9xFwcffwIvDGBdeAuFRh123gcytMYoApXrlyOy5QhjdSZzkCgjyqJB9WT0FHkYv0pzpe4oO0rSrieVx+HG55Je5KBuWpItiZJvDxh0EXfbaK3cxNb332Hl1gre+eDnWP75r4DGLPr5PHos0kgFw7IkDTAVK8fRysZwsKECxBZhLX3rac9JchRLdfFgYwNBu404nwcmakCpIOwlHCaKnAYghY406ad41OdPS9SD3uPHyMFolQmAXg+O5cDzM7D4kY2Bkjz3oK5Mu0HAIGAQMAiMIfCSbNVjNJgLg4BBgL9Eqv++jcp0HRPTUzje2Udrcw9o9oE+g6OVqEVRJ+CuV1tfEHo6wkCLfCL2WRYCG+iT9ryN8tIsqkuL6B200bu9BdzZEQsIWCcDYPk22YXkpEFqufH8ARtX5PXGauMZWoG4OxbyjB+R+A5VqoRkML63WMhi8cwsipUKOqGLlf0eNkMbwfQ0lv76L7H08w+Qdxzc+Kff4sp/+s+INzeA9jEQ98XNx7VCUWK4wi0GAOoT3Id0knsbEZxk9xCBPv603zyuQEy+qNAwkkIdhYuYrlLsh/fTaOtz0sHCfj1gfx/x6gqu/O4fcfvKt1j69S9R/7Nfwnn7bQSVGqJMAbaXF5c2m6lwXVf2NKYaWzmmhhhrf5wL/a4+knZWYewNEB4cYP/2bfnEp88sIVMqA0ySwMmiIM93klgOQqxg1h2p47id6XEIeppnEqWDFpl2RyrZu1mFny6GI6QmXafPn2Y0845BwCBgEHhTEDAWjjdlpg2fpxMBLbEomUpkGq9Whj85gUG3j8FhEzhuA7ksLFYC1Jt+j9dDIVjffEbHZAwlAI5WnPXQup6IlXHBQHIWSHPKeRQbk1iYP4P4uIuVP32DmXoNXi4Hl+5KrNqt6VVeWopYGSTpWQ8gK+2WuAFxLHlXnmb1b10rQr3OPrU+QANFIZ/B3Owkdg572NlrY+OojYlKBvVyFgV3EqVBXxShvStX0Ns7xNf/5R+x+Iv3MXHhLFCvwPI8WJYLWL4oBSIRD+kaniRAayex5PKxFQ5ikbjIaUx0F8NjcoMr73oPBsCgB7TaOLh5G+uf/AGD42PUpqcx/d57cBcW0CmVEDquuIpRX6OzEnGhoiFpasdW65PBVGKm4chPdJKCZMhK4ntGha3f6WDj5i1EUYTppWX4hSJix0OsLQd8P+lDv59WMNLnT0TXkzzMgblHMWKmwu11YdkO7EwWFt2qBLM0JVoF5yAjqp9kSPOsQcAgYBB4UxAYLR2+KRwbPg0CpxUBteANp5iHUy3DplDd7iLaP0TMTDn0c9dCpxaOtJzzHHgaDkGXqpRAmDqVdjvjizvSwHcQZjzkahWcf/99EdyufvEVWne3Ybc78KMIbhzBYTamdIcPoZ0ynsQcODY8lyv0DlzWkbBoSxjtjAMQewA90ywgn/Ew3aigVMgjimzsHrVxMOijk3XQyfrwZ6cx+8GHOPezD1HMF/H9Rx9j4/Nv0Ll+C9HOLtBsKqGegqeknR2ikQiXGniiQYVD76O/UvUTD2Fv7Bbzdsl/LEhoJzvPrRAxU94yGxXpaXcQ7x2gu76F7cvXcfnfPkO+UMHSez9B5a1ziKsTaLseAsZuOC5swc2Dw3OxFiWSfXp0UTbu055+5iHnQ9qTZwQt+VYZ5B6j3+lia2UFURijsbAEN19AZLuSjY1VvCnGy+N8X39gT0/OQyh92C2t1EWgm2DYZyl2G1YmI+6OjIMhbfzWqH5LVjH5lrUr1sP6NvcMAgYBg8CbjYCxcLzZ82+4P20IJEKW73uYnp1FHkDr1i3kpmqwinmEFHgcVmV2lLs56R/JuM+cm/sJzWk5UFsV6N4VuBZoFBArx7sXgbt3cbh6B61rN1AsFpA5tywCnARbaJp1Z/p4ggOxati0aJy4IZccXW+qQ/5JQxB1NTsDlFhR3AaaR4doNgvo9Wso+Bkw8CO2PPhnz2LO9ZAr1bB68yr21+/i57/5JXKXLgAL81LaEJkYSGqh6FV4TQ7HuxcjfffeO5rae458hVaaSL1js4q7uBgFsKNQJa+lkjboA3sH6N9cwXcffYR2s4lzv/xL1C9chL90FoNsBaGj+NO0kkbiN8SQY2kS7yHk6RpIdbpLOaei1h8Ah4eIdnbQPziEe+YtFBvTCFwmOYYEr6sR9ds8pvcnoUf38STvnHyWnESIogF6bWZDc6BcqjxRaZVNgxSOcpFpak/2ZK4NAgYBg4BBYISAUThGWJgzg8DLQ4CZfLhT6rQBL+NjamYave0dbN++jZkP3kM2WQkWAfK+gu4zJv8+8ptqEipF0NYKh9DOIm6OBTvjwatVUJ6bQXXtDnZv3IRXKWF2YUGVtmYqVnZkp4T1tECcYkO5/6QaeKrp4pK4XKsGEaoTq4dnM6TEwmSlgHq1jdW1IzSPj3F41ERpIo9B1kcU2/Dqk8g7HrKFEtqDAY43V1UNi8MjOIsbmDx7BplJlcVKgvqjGBYDisVPScUfyOq8pmlInCY0oVFRep8/Y1n1Fz7FS4xahxJ6YUeg2mGJZSNE2Oqhu76B5pUbOLpyAzhsYWJqGlM/+yWcqWnEExMIsnnELB8uQeEMpI9hyU6FI3EHEqyHBN+Hpids0l2NT4fScGwLwd4uorsbUv8kXyjCzRXQS9ypXAmA54u6k8Rdji1DDelx6dF9PO7zJ54jGbLTwhEiYl0TzrPEmrBoYuI6F0ewYhYzVFRzVPXtnejPXBoEDAIGAYPAEAGjcAyhMCcGgZeIQOK2xKBq27bgZTNoTE9hdXsH62trqIYh8r6fpGlV8tkTy2NPyl4iQA5lwZPva4E/ERfFBYzB4a6N2AZmzszD6bRw5Q8fIy4VMPvLXynJjNm4tGyXZMCit8qTb4pAveosV8kfVMo8WJiuV7HfirCxsYbm8RG293YxWfPg+B7iwEO+6CDj+fCKJVwqlbB/7Xt8+/t/wOG33yJTq+IX/+v/BNf1VDasXE6lbe10JJuY5bnSTmkzcbIR/hRVj2aIb/H/KFCpYG2PMR3SwIpzcO0kYj0KETVb6G9sY++zL3D7i6+xc/MOfv3Xf4vpD3+B+MI7aNoOep6LKJOB5VpgyAExEPcfuv0IOZakwX1ynB/jDZG6k+f0d0HftoyP7tYWwvV1TE/WUanWJP0t4zfgEj86xim1lerQkysZj0HbYz+SuEaFkXJdi0JFKxVkqdKu4oZktpOkcWm2H3sY86BBwCBgEHgDETAKxxs46YblU4oApRcKaZEFK+PDnZ1B5/IVbG5u4u3DY8n2w1oXslGqFSHy+fLCIZQA/YBxRJi14IJ7IuJy9bpkw5udQqXdQu7zDLztXeCrr4FL7wBTk0MWHtr3A4YcNWsARHQfNjM+hCoNlZh6ycJMzUIhG6HZOcLqpo25hTqyWcDPMjbFwiCyEPSBTK2IwsW38U45h921VRxs3MWX//kfUfrDJ5hamMfk++8iPzcDFIvAYKCQcZ1hpiWxdMikEAdumr7k8gEHuk9JnEgvGFbeFtAHMXDcBFZvY+W7r7F264YoUcWlGcx++AHyZ8+jN9XAADFCWjWY0lfyAyu9zo51jMtoJf4BJDyTZj2XwjWVDsabdPu4u34HB1ubWLr0PspzC7BcT1wCE3vLcGyxwDx3LXo43ANOFBesMN5qHsNiVjSmxRXrBjlTczo6e0A3ptkgYBAwCBgExhAwCscYHObCIPASEaAUQ8HGjkUocyaqiPM5BGGI8PAY0XETtlcTSZpOTRGFfdtS/v3PgWwlWqnkSFoOTAuVcp6s9IqqEVuImCrWdRH5Hhx7AoVeD9MLC4h3D3D38z+h1phEdqIKuF5CsR7lKRjQRImFQb0vq+RJ5ifKhnkvRiVvo1L0sHXQw+5hE/vNEJVijJyvZOKQkGdsWH4WXr6B6mQNbn0CbqGItT99gf7mDlrNFgbtNjLzc8jMzqA0OYFstQLks5IJypL0rqSBSFDdeTy+lFuOrQLCB6wgHiDodtA/OkJrZx+9zS3Yqys4WF9B2DpCYXkRtXNvoXb2POJSDb1MEYHjIqZliW5U5EWyUlHZYNJeUqNoeTyKnmIeqHolCQ2IP+NuRNnotIHDIxzt7+Gg38fF+XnkGg1EXgZMbzysJ0K06O4lsTrPk8pH8EYlSawzMQIqHEeHsFxHMmqx3otyeUwyi9H49BJJfQQn5rZBwCBgEDh1CBiF49RNiSHozUWAKUspsEZKasxlJeNTrV6DdXSIcHcXdrkEeA4iy0I/iuDBFhes54kZ5SqtaJwch9SK0Jw8IOqPbSP0bFGa/NlZnPvwQ9z6wyf4/I+f4efvv4fZ+TnArygxmHEcTy24jV7U9I1aEkpDLvo7aNTKOO4EOO4Be4cRJksRar6Nfsx4jBiZgodeOGC5E1iRi8zsLBYLJSydWUJ75RZ2r17B1//yMfq2hcbSAi79+a8x885FwJ4APBYLFClfFA6qXY+1aaKpFoiwG0mq2+76OnYvX8b1z/6EvdurcKIIb106jw/+4i+RvXgeUbmMrufLbvkeMj6V0ghxFIC13JXKQ4VDu1UpaobDPRZxT/5QEESibDCTmASL0zpzdwNxf4CoUATqdaDI79eHM6xyTtUsiel58iGfwxsKpSAYoL2/D9vxkS2WUq5ezKhFhM1mEDAIGAQMAk+CgFE4ngQt86xB4DkiMKzJwPJotg/4LopTE5hcnsPx/hbczTVMnZkDAkdcPTyba9cqnSjJukfYvqfh6YiXbrS0qquOJ6J1Ii4Ox5bK3/KChUEQIKTAPzsHZ3EBWF3F1rVrsHMZNH7yLuxiAWDMASXjYQ+JdsPxksKGw6F1kO6wYSSojrGakgcZPF7JZ7A8P4/9Y2D3eB+bG4eoFzzMTZTh+Q4sWpQiujNRaI8R08WqkAVjNLxyAblSCfXpaVw8exbHBwcY9Hq4/sM12ZkqtV6rYrJWRaVUhFsqwqbLFatp02+LKVX1RtMDXbGYbrXTBfp9hN2u1AE52N/D/t6+ZJ0a9PoSe1GsT6I6Nw+/mMfkwjyyC7OIWWWdLj6OA5+xJS4tSbGyKkgwuEJSKR1KNNZxESLYP6YupEl+/KMlGafoxkU3KnT6aG/vYuvrb8RCsDgzD7dcFusX43sYpyRWDaqytG7oCUzm/fHHTT2pv4tUk5zqvk+233MtacJA/7qgeYzm1gb8xiLsUgEhUz/TKse6HLIoAIQWg/rVxiMx19f3dG0aDAIGAYPAG46AUTje8A/AsH9KEKCwNBSY6BfjisKRb9RQW5jG7uoasFnEVPAzwGIQM4U0Z1RE7zmzMRSkRCAcXg0FRd1CtxPZKLuFDAe24U5OInd2GbWtLeyvr4vLzyRjIRh0TYFc86070bwk7VHSzoPoJnJ//OHh1fBEdeI6FopZH/ONOlbutmCvtbG7e4y9iRx6QQU5pj21GSRMRYO7CqcIBX/Gy9iwKxXkZ2extHwWze1t7K3eweaN6zi6exfR0TGcSgnZSgWeKBt5RMUcBvk8omwWEQVVi6HbQEj3s8EAdr8Hp9uFPegj7vYQ7B2gub+Pw/19HAUhrEIR5ZlpTJ47h8rCAtxqGW6xiCifA+ugi+uU7UhdEilMJ7VKdMC1qKCiiKpCiYkW8ryFYcaLMIsaFaoe9z46e4e4c/kqJi9exNSFi7CLJYS0fmjFaKgviiqkZ/15U5oa58QpJ4kKUxgiaLfR3NxCtbEAp1iQYHy6Ciq8mVFOxf+wh5PUn+jVXBoEDAIGAYMA06AbFAwCBoFTggAFHr0CzUBi34NfLSNXr+Lo6y+BrTzQ70o708/2wwCu5cJVJoIXxsQJmf7+48aAw+DgnAPLy6B+7hyyrod/+7//T+zcugVs7QATFbUsfP8enqj1YTR5DlDO25goF1AulnHYbGH/sIOjJuDmE48ozxGFg0oSg/bj2MEAaqcQarsuHNdFMZtDpVbH4rm3ER0fId7fx2B3F4P9Axw2j3G4vo6DgwPsHx+g1emg1x8g4/sIowitVhsZ30Muk0E+l0OWx0IeU1NTKNcnMXP2HOLGNOzahFhJnFJOlIxuxkPf9RA5rB1iwbUs0LpFhULtKkCeVgNuaZcfrf89EZhP+3AUIabCxNobgwD9Zgd7d7cx+d5PkJueRj+fg+N58GxbrAEpQ9TTjvjs35MYDtZ87ONoZwdVAH6pJNaqmNXn6TqXbCNFg7g/7AvUb5ijQcAgYBB4cxEwCsebO/eG81OIAOMhKLzQVSeir3u5LHUg+sEA/eND4PgYYOE63rNUheYXyYaIVUJj2iJzQt6isqFvMwsULRO5PIqMizizjPbdddz8t08wVcijXK5JcTV5gUrWAzZZfE5u83Byf8Br6jkK6A5QKmZRq5awzyKArTYOjlsoZjLI+VxqZ10FB47DQHxbqpPTxU0Stkr2WkvVt6DQ7HvwKmVYvQlYU9PoHx5KkHev3YLdbiHTaqHUaaPb7aLf76sYG/HWieBS4Obu+3L0Mz6K5RLyJe5l2JUqLFbh9lz0PQsDl0H4DiImE7AcSWImSgYtXEwYQOGd5/wv0S70kZi8GIVDZkfNOFf+bRvB3S3EGzsoZ4vI5oqwsz5Cj66Aqt4M6ZLpHJ7oj+pBM/kC2oWNGBiE4urWbbXhui5yhYLMvUr3bFEfVYX/kuAjhbf+Il8AnWYIg4BBwCDwCiJgFI5XcNIMya8hAjo+QcS2WIS20PHEDSUzUYfD4mO9LsKdbdi5PKxsXoTXHxFx/VxAFLGL7jUUsOMYLGnQjyMluBVLOPvOO9jsdnHl8y/gLZ9DYZY+8kVY2SS9kpJCE2l0XJGhPEgFQMuoI/eqR7PCbouFDCbrBdxaC9HuNLG3f4hGpYY4xzgLR1y9qPBx/Z1B+SyUHbHaNwvx8YYDhHDQc23hz85m4ZQrsCcbyAQDuGGEAlfIEx6iKFQZxoJAlBhaNCicqmxH6rE4ZlXrUNyRYmb3Yl0Kh+MDPSvCgEH1jg2HFg07UThY5ZrKBi0ctrpHBLSi8WKUjBTmtABJLIbiPbItHN28jd7aJqan51GoVMU6EzE2nh8G8TkZ8PDCiU7Rnz7lXHd7iDtdhP0BfN9HtpBHwEQNrlLyIikuOTLOqUWCpBOZ+3SH5twgYBAwCBgEiIBROMx3YBA4TQgkQdmysm45iG0Prp/DwsKiZKo6vvwD8uUK3EoVoaWEUMZynLYtZDwEiXKZAdeF0w+ByIG/vAxv/wDR91fQXrmD1sRVFN67BIe+TWTjPqxoGU4fn4ZX4lkqeZiZzqCUs9HttnFnYxNLMzmgklUKh8jCVDFUORTGBrMQX2ypnUpAaEOUqE7Ap2yxUgSwEVJg9umKFSOKYthJmlx1zWeBLmMcJEBa1Q1hbIfI3mzTaWWpRDiWpI2NWGXcisA4FJexJi5zUAExC9JxDFo3kgDmp8Hkmb5DRYsaGmM42i1cvnoV3e1dfPjXf43M7LRUoI9JPONNnunAz6GzVhtOp4es58PP5eBkfPSSYThfKs0wz8Qk8hwIMF0aBAwCBoHXD4FT/3f/6we54cggcH8ERLC1tYDLoFRKvC5cL4fpxbPIZPNY+f4HtI6ORXBTYmtSOyDxPb9/zy+uVUQwLZizvIR4ArGuSITYt2DXKiguncHiTz9Aa/cAq198iWBnH+j0lCTPDiQgN0bEpWOuntPqcGKXVWXRaB6ft6xvo1by0KgX4boWtnb3sX88QLvHIS0VMB4Ccci64RYcmzs9vmJYstOryVIuYC5rXyQWCZ57PmI/2TM+It9FnPEQZz1IscasamOBvtB3EHGnq5Tnybt0n4tcH5HjIbJdhMxA5tDFi1YNWjNIExWXSFl4JGmAcqPSSoxYfn6MVvb4UI4/yXkgaSHQOzjC/pVr6Pb7sOo15N86A7daESsNLTKEj6EmY1aB8d5ezJV8qCmdQX9L/B21WnB6PYmzofub7TpSHkd9lySeICdubKIyvhiSzSgGAYOAQeBVRsBYOF7l2TO0vz4IJKo/7QKSLUk4o3Bjw/FyqC8u43BtHVcuf4za8TGqFN70cgFTK72Mle77CLcix9FtiDEoogQxT9UAsRMhygB2lEF5aQnvZsv46P/4j9j809eYf/99uMUsHFbiEx9/rh0zw5USCFnFXDYtFKqrJ1oqJ1Q+4ziyDmamJ3DU6mJtcxubBwM0JmJUfeVCFQdqEGYlpqWBgjG9bJjK1SLMIQvAURGwEbORnlZJFiplx0gURkrftIzw3QfEpkh/iSIlgd4kUsuzyuaiXJU4SBwhDJX1hbVa6F4lc07riMbjZR0JEIPtgxitjV2sffoFcsUiiotLsGanEOVc0LrBeiguv2dN58n51O3P+qjHeQygaJGihcbt9VAsFMSCRf2CGbgEb93Xs6bR9GcQMAgYBF5zBLTI8pqzadgzCLwaCCSOSOPEOi5QLiMsFtEF0N+BXMexAAAgAElEQVTdRbC9o1aV+aQI9uOvvKwrynT8S4UrGdz1XzCMr6Vvf9/30GfWn7kZLP/0XcxO1/H9P/wX3P3qa4ipgZX3mKKWsbtBgCAIxlmhwPcjhD66JU1N1VCdKEvq4b3DNvYPWjIG4yRc25XYCPKheWG8BAVOFqtzXZvZfCUInQrMyZ3B6bzvym6JJcVzGLR+704ri+wO4NKSwvoUSUZkOeqq4QTx5P4YwvM4cM/5isE6R00cra7h6jffoVivY/78uSQehbEPStFIEmk9Z2J+XPdxpwM3DCSYnxYOfm8C/1A5/HH9m7cNAgYBg8CbiICxcLyJs254PtUIcEWVLkSUukWupDRayMOpVpCdrKO1d4CjO2uoVSZgM2MVV19PyaZdZUiROJ3EdPyiVYDxD5bUYWCqXGbamnznLQStfXz7ySfIXLuG4swsimeX4ZRzwg370oHQP4Y9rTyQEsZD1Kt5VCtFOH4Oe4ctbO8dYbBQEKWCgj6DNOQdGhYSiwMFZeVolTRQI2LMAp9Upg05iGXGZlgx31WK0wNp5/wOd1XbIaLRJJlOulCRZu5sH9YjGVM2ONJYwwOHe243iFMQoH93E/2tbVhBgGKlgsLEBEKxDNCVyk5cw1JUqAlONTznU62oPgQuWji6nTbCMEC5VpWgcYvxMslUy3dBxMXt7156H9L1vQ+bFoOAQcAg8AYhYBSON2iyDaunHwGtOijZiClaAXgAsi5yjTqm3r6Aw4NDuNdvorK4DLtsj1ezPg0sJivBJIWCeggXIWI6GSGSQGfxF0L2rVnk+2eBlR+ws3YHzr9+inPlSRSyOVlRztBUQHckLSiyw6eU6JSgGMO1Y9TyNqqlLPx8ETsHx9jMeWh3ZuEVANalsyndcxNXNXVKIthKQVPmRKxKSthXTk2KsBARQpucUg+he5V+/96jVJaXfhLqxAqkzULsWykc+k2V3YrOVzbsOKkirm++5GPUD3B8/Tqc/QOcO3MW+WIZgWWD9imPxR/FlSpx/9KY6ONLpn18+FjqqQyCPiYmJ5HJZEWh5JTK3HP+kxeUAqivRta88f7MlUHAIGAQMAgQAS3fGDQMAgaBl4kAV/MZIxDZsCLGDlCgZFCwjdhmUHIGxckGli69i26zhZ3bq4g6XSAIELPgGrMckX7+kexKZFUL8FyglfvPm0fyMbbr1W2VUUksFklQeZzzUZ6bxk//u9+gUC1j+9YKBtdvwdrahTUIYDF4mwK5DnagbJfen4AXvsbUrS6Dry0L+XweM42GFOHrDSJs73fQ7QUqi1QSHMOUtXqjqMy/LCXg2WLgNpVB7hEsO4RlM/VtANuOJMCbQd6P3OV9Psd32E8k7zMzFXcJFE8MKpR2dXD46Hwk/Go6n90x9SHpDyrdOeM2JCtVIN/goNfF1ZvXsNNpYfHDD1Cem4VbLMDNZOF4dFNjhi5VN4ZKmN6H85nu+5meP+RXICyq+BhRLqkixhE67TYGgwCFUgme70mwvnx26e9aaBx9jIkq9UwpN50ZBAwCBoHXCQGjcLxOs2l4ecURSElisVI6KOYyW1Xs+shWJ9BYOgMrDNHb2UV8sC+1Oe7HtBYXeU8Ld3J8UYpHQpQS1JlliS419OOn4JzQ5PnI1iaweOld1GdnYYcBdi5/j8Obt4Buf5S1SvrSHNFNSaWelQDf+zH/gDZ6S9GkSzGxlM9gfqaKXNZFt9fD2vYBjjs9qb+hCnKwEyVQJqpfkpdIt45WvNMaFhURitWyDyuB64rg40etQDB7k149p0IjibAkm9NIyZAMT8ycNVZH/AGMPqtmrTmOqarJPNAVjFXFe330dnexv3IT2/u76GRcVM+/hcxkDU4uC8d3VXVuXX+Ex+E3mViv2PDMt9H3MlK5tdqdGnD4mGrjb6TVbKHT7cIvFuEy2xgVZNZLEWvUSYV6/PqZs2E6NAgYBAwCrwkCxqXqNZlIw8ZrgoAWgFLsUOGIHB/IFpCtVlEp5BG2tmGt3gZqFWCiNpKC+V5KntLd6LV6itDDLEH65rM8cgBu+phccmWDnmE8DsmzPcR+AVYmxtKF88j3Y3z2yR8xjx7+7NyiishmFLa8pIGxEbGkRwS4ftL5YxxIDl172BWxqBU8nJ3LYfUGsLdzjGurAWamPExNFuAzIdFQtNfU6vGTwaghaCYpmKc2uUVeEwE1devEaWK+SNx02CPpU5uK39Er55yzJKJHj6oeO4GzfvuZHtNjaFY5CYM+0Gpj96uvcPPjf4OXzaG4fAaDagl23lcTLtm6VC5cCu7jxD9TKu/TGYmle5tycVOD34cI4Un9QmLHxdH+AWymns7lAKY6toF+UpyR34XMUWLtGBs0jdPYDXNhEDAIGAQMAkbhMN+AQeDUIaDFzEQ4p0DEVXDHhu26mJ6eRrvdxt0rlzExP4vSwsIDBTm+SlGKu4haL0ko0sNq3YHXTC8Lx4OVySI7M43yIERjcw3940P88M//jPk//xVK8zOAy9yzVDz4PGthJHHyutNHzN/oMeUWReE9y8RfWQcTlRyaR03sHB5j53iA/S5QpaxsWZI5agQskRTJVJk2FJoyMoPD05tWOIbPp2/ecz6ijrdGXalvQFzQ5B2OkXo2GSTVck/PP66B4yVCeKLsKLtNAgMDWYIQ2NxEe+U2jjY2MP+bv8DkhbfRz2UQRQHsoAePMRA2a6oQNqVgjb7uFIUawmfNkACq+Eirc6ORE5cqUaB6iA8P0e90xEIVl6tANiPpw2zXhmUn1hlRJkefQ3paRv2aM4OAQcAgYBBIIzBaUEu3mnODgEHgJSBAqUvv6eH1SjhdbGxMzs+hUK1g5fpVHG5vA8FApcbVr44eH5NR0z0+t3MKjPfbkwH5Fw53kSsptDI+xc/Amqghe2YBZ376HjzXws3P/oiD69fR295B3O0j7oeIQxWrImlqWSPjCSU9DQ/H92wg71qYqhZRLubQ7Pawc9zH7nGAbsgA96SGBl8aMqQpP8FgIkgP/aKGz5947r7to5nQT2uXLMVh+k9NieJcMBy9/ozPNFqMDRr9pz5PVZwk7HRxfOMWetvb8P0M5pbPoL6wgIHvoRuF6PG7pMCvGdMUnrzW7S/rSEtUFCFqtRBubyMaDBBnMkC5AmR8UfQdz5HUvppE+Sz0hTkaBAwCBgGDwCMR4L+gZjMIGAROMQKUZ8Wvnw7+rovs0hmE09O4ubmJw60tgO4fIUtkDxelE4l+xNTzFU5H4zzyTMvsFOPJGAtWeD5C14WTL6Bx6RIaZ5aQR4TNjz/G5h8/BYJIxXR0BpC0R5Lu6pEjPfQBmnbztoXpiTLqrMnhutg/bmP74AhBJOqGxIrc28lpk5bvpfDZtYyUDpXoNwKiAOj1gOMWWmub+PJfP0EQxPjFX/0VytX6cGiX82k7UkdFJfuiXSk1+cMnX8SJnjN9TMYc/iiocAToHx+jub4O12e8VBXI59T3qR/Xr+vjiyDdjGEQMAgYBF4TBIzC8ZpMpGHjNUFACzOp43AB3bZheR6cWg3u5CS8cgmDdhvtzU2E7bbyqadAKJmdxvHQ3Y23vtirIR8kJlE4qHTEjo3QcRBmfHjVKibOLmP+vXcR9LrYvnYda198hfbOvhQExIBCb7Jq/oTkp/Ux1jlhBfNqMYdqKS8VpfcOD7GxvYOB1Nc42blGMH08+cz4NXnT+/idp7l6/HGfpvfROyMlY2RtY1tifEsyUx2trWH76jX0+gP4tTqqZ96CVy7D9n3B0k+OVDpsfrfPFIsRtY88k6Im/GdO70nGAv0iLTD8vYQR+s0mjnd3kSuVUJpsiGUj0kHu8k0wjVzK4KXPdV/maBAwCBgEDAIPRMDEcDwQGnPDIPCSEKAgk94SwSamhYNB1Pk8MvU6ps+cQdTv42B1FZOTDVlRBisji1SkQsP5KkUtioynRz5SWZnIojjrsCCgYyPyHDixi9KZReSKRTSPjrG/voHWbz/Chb/xkStVYbHqOs09UgxDM6YAS2etooCrt0RclogEjQNT5PK8lPNQLmSRy2ZxeNTEpm+jO1hElPXEZ1/ReI/BSHf9mh6JzCjyh/K4zBMDMWhtanexc+067v7wgxT3K84vAPVJWMUi7GwGPuunJAolFY70XKj2FwGb+tr13MuIErWexMlopVyYi8RC2Gu1cLizg1y5gnKjIS57REEMalGo+LD55XC7V+lNfXLJr+1F8GnGMAgYBAwCrwYCxsLxasyTofJNQUBrBSePaf4HA+RzWSyzJke7jZXLlzEY0F+eD+kAWfXCyW7kkXRfL+t8SIglK+B+xkMm58PKZhBls0CljOU//zVmL1xE584m2l99g+53PyDudlW6XO1WlZIoVbrcSGlXJ/hKPSYw8S8+zwJyLlDJe2hMVJHL5dBnHPReFwftAQb3oHmi09f+MkGNRiWxLEGUDVy9iYPvv8fe3XU03j6H6oXziKtlRJmMFHYkLIwyYSrk4Tac72HLCzphoDeVBLWPDSq1RJKWKMLR7j5Wrt4AvAxykw0gm0PsupKlyqZJLOGBqHCnm1mU/Kl+d/rO2CjmwiBgEDAIGASStPQGCIOAQeBlIyDCzL1SGVuYBUn/p6RlC36hiMZbb+HujZs4Xl9HuLcLlIuAX0w4YRLV8f54Nd7ynJi+3yCJ7MoR9UqwLDILUSwOaIlgp2TAjNTDKC2dQdQO0FndQntzB1vffIepagmZhVk4jLtwWKOELjKjzk/yfJJDLQJTDOXQrm2hmMtgZqqOo2YLvX4fd7cPUc27qBX9MevQyb709ckVfN3+IIuLvn/qj7L6H0ghSju0YfV7aN/dxOZnnyE8OsbU9DQqSwvwphvoM96B4EpKYRWfo3GR+T75TdBI9QIA4PfBeu16G81/8mPQFo4gRO+oif3NbeAXGfjVqlKgqHAwQYEkYqDSoRR6+eJGKcV096mRhk3mxCBgEDAIGAQSbwsDhEHAIHAaEKBcxD0R3IZHcTuPVQE/pubM+nAqFZTm5+G6HsL9fWD9DtA8ogSt3k/xo7sciV2pm6fkVAQ68uY5iLIZhIUC4nwJE2fewgd/9x/QDSLc+vpbHH37LQbMzMUgeeIk+oYqBkhWbEelL02zpflPw8o2rXTkczkszM6gkMui1+3h7uYOjprtE7aidI9v0Hk4gB0O4NNGcHiE/Ws38fHvfodMNotf/tVfojA3g0Ehh7bvYuDaoNufKBonPjY1v8n3/YLh03YHfZThSZCd/FYY1R4ECLtd9JpNcQtzSiUMaG3zPUnJLAnVpKhj4mqWUjbG+n3BvJnhDAIGAYPAq4KAieF4VWbK0PnaIzC0Ygw5lXVU5b+RrOJHNmMdPNFLfCvG/MICSvv7aF29Bmeyitx8A2EUwHI8uHZm2NOpPNFCqUWHFDqoKKWKzDH9b+R6iPJ5WPU6zv7mL7F94yqu/PFTnA37WIz7wMI84nweMfFgfMsjtpSMKPYNhiQQ4awHzLB+YsnD7q6F3QPW5OjioAvUfEghQO25/+AhHj3+g989bXcsKaxIa5Nte7DDSCra3/y3P2D728tYfv991N99F/HMDDoZHwNZ9Q+kVCI5ocKRtjTJp0s5XUOkj8+Rba0EcNjkVzQcfmxYUTYGwMEBnE4HWd9HhrEoxQL6TNDg2HDENYxEsydl4VB9aEZ41OdjvZsLg4BBwCBgEEgQMAqH+RQMAqcFgTGZRYlMFMKHm7gdcRWZK7PKd4V1D7ytbWzevIFoaRa5n76L2MtIfYtHiFrDbl/WCReZRVATC05CLZWNSK2Sxw4QZrOwyxYmLl6Qon87t67icOUWPDdGMQzgzc3CZQpTzxUlRSRlWU7XYI7w0y3CrygbysGGMc4VF6iVshIbs713hL3jHvZbAQqOA/8RysxohHEktUsRW9PuVeNPvYCr+xGowRi7py9iUA5HqK77B8forq5h94fL6O7vY/mXv0RheRn9agU9z0PItM0xlUXRFIexG2n+NZdqzpMrPZy++TyOHEPzyv6TMdV8qPobYPzT/j68XhflYgHZfF6sHKGram+w7gs/AWEv6UB1k+74eRBv+jQIGAQMAq8PAupf3NeHH8OJQeD1RkCUDReW7Ulwa3ZxEZifx5XVVWyursE6aoH2D5dVuV/xjdacwHMxyPiISjlUl5fwq//h79AZ9PHJ736LtT99js6d27C7bVg6lS0rRifWIMU+RcMH7UoW5V+CXHmploqoMvgZFg5aA+wcdDFgVqZHbPfr/RGvnNLb5IT8RmLVcHoRrOMuWlduYuX/+X8R7+1jYqqBieVl2LUJtGwPA5Z9hw07VlXcT5MITlq4a1c6fa3Ap1IVIJY0vwPETIfb72G6PoEskxYwG5XN+KlTOlWGLIOAQcAg8IohYCwcr9iEGXJfbwTG5ZvxK4qDbKEApfzkHdiFArxGA6XFZfSaXdz9/BvUP/wAmUYGsUdHIEtWnvme3p8YQQ78LLeEraFeIGlXuYSc8EeXHMYC+JDAcDgu4gE5KcC15jHf/wX8WxUc3LgOp9OEd7iHzKV34U5MQqUFhhIkpV5HrILUxYrCqA29sb+IorJkMGLSq4laEY2jLq6sbGHvqIP1rT281ZhGKeuA1b8VflooTwCV7lQ0SHp+9Cjp42jsdOvDzx/0zmOvFLGDoU8TadZUclzlUya34wAhQnFtYyA93aiiZg+HP1zF3a+/w63VLSxfuoTpdy7CqtZUJjHXg+96sC0XHhxR2py0M1UyVDLditEHMfRwGJ74rnafI07p70z/Bjj7lihLAwRBH3s7W+j3uqjX6/B9D1Ycw6FLmSW/IPWrk+9Uk5KYPHg55EnbI1WQuX7SHA0CBgGDgEFALewZHAwCBoHnhcCYtPXwQcYfVVcUc0WMEWE8VvLiUG60JXWnP9nA3DvvorW1hbUvvkNxfhmZUhVwHUSWI/KQKCkPH/7F3dWMDgU1Cm3K75+3ZFWZtTbIp2MhdlkcMEJkU4mawFTufRRrRVz+h/8PR9evwT06QDXjI29ZIBaikVE4HISwGETvKPGcw42GjGHHInYOg8fLxRzqE0Xk8nl0ugPQteq4W0c158Nz9XxomNI9jRSZUat+LjmO+RKduPdCLmm50AiQl0RlYZOkBgsQWwEii6v+DoJmG93VXWx+8T12b68hzJVRees8qm9fRDeXRez7sD0XruPDsW0posjVq/t9Z8K6gu+FcJoehIrHcGg9OfJbYtC4I35SQRBgc2cL9qCHqbkF+BkfUhiSCgffTzqIx8wddLMa9jwaIz24OTcIGAQMAgaBIQLJvzrDa3NiEDAInCoEKNQowYZ/8gernFgSIjMZ5BsNnP/5z5HPF7F7cxX9nQOg3Ust7Z4qhp6IGJHxXCDyHQRZH71iDkGpgNzcLC797d9KAcTLX3+D2//6rzj4/juAdTp6vWTvqJodST0ILW5ruZOE0L5BlYzCcsYByvkM5memUczn0OsG2D8I0WzHUvztcQlP9/+477yY5zQCqdGobDDjV6ww8CmHB30c31rB7d//Hre++wHws/ir//l/wfQ7l4ByCWE2A/guXNcVRcy3VWA9v8uRCH7yIjXmiz69D9tDEiwbQQxs7O6iFQaoLS3AL+Tlthup39oYT8MXzYlBwCBgEDAIPAkCxqXqSdAyzxoEXigCFHVS7hkifY/EWZ4FDCTPZJCdnkahXEUujOGsbwEz00C9oiTAV0JiOkFk6lLYZspclyvSsdRHQLkCb2ER1WYLfTjoHLax8eU3GHT6mLhwHtl6XQXWxxSmo2SZerxTix2LZYWuM0DGAqpZD8uzE+i1mzjYO8DW9h4m8haqpZIKHOaMSDepvsR2oOZFOV690I/k0YONk6o0gYR3WjckyRRjg6IAYbuN4+s3sfbVD1hbuYXKwixmzr+N6uI8KyRiwJRedHlzXdieDcdWNVQkqHqIjRpiaAC4Z/xHk/xcn5CpYsB4LApqfHSMTqeHfK0Kb2YWyOUlMQPpV6Qr17N7aBr9FO+5ZRoMAgYBg4BBYBwBo3CM42GuDAIvEQGKN/eTzlS7EuCUlEM3K2YFGlBusm04pSKKE3VMlsqI76yhPzMF78I5MYnQrURcXe7X9Uvk9rGGJs10a7EZbcFzB6HnI+C5ZaH6/s9Qmp7Dld/9M/Zv3UGLgfNRgIl3LyJTrcEKXSBwAMYaSDyLHtUZehixnWNQ4ahkPJyZrmDzro2d9WNsb29huuZhYbYEelUxdoYRHcOXdXfJkeQKnfdpfynwjw2qFCxiqCKi6U7FMuKK6rDbQ3dzGxt//AIb12/jKAzx/oc/xRwzhOUzGGQchC7rnDiwqXC4Duj5ppN4sZcxJWNs7BOAvMjLk3TwJ8TAjjhEdNxEuLun/PgKJWCiDmSyikfJBCdc3UMtW8fn+f7P3fOiaTAIGAQMAm8oAuN/Z76hIBi2DQKvHgJKwAltB6HjSHGy2twcps+dx63VO1hZuQ1K5U7IlKWvHncPo5hpgSOm/q3UENYmEDem8da//wss/vRnolj88IeP8f1//SeErBp93Aa6A6AfinuVFgt5vGcLAcapNwpAo+ShmPXQbB6j2elI6lcGlr/aUJLrVPYyYSZBotfH8eXrWP/tv+LGV5eRKVTxl3//96i/dQZRqYAg76ODGB1mAaMPlWchSVB1D4z31ZnvfepUtLQODnCwsYlSdQLliQaYoEDHdpwKAg0RBgGDgEHgNUHAWDhek4k0bLwZCKRrG1BetKlseBSTQ2SmphCcXUbr8g+wdvYQrK7DadRgF3MiZ4ZcimYGIskkdF+R++WCmEjzpExnFjp5LoG6Dusj0NxgI87EsMoVFHwflueAPG7cXsHx+g6u/cunmFk+h8riEjDTgJVT7kBSw2QoFXOEBItYieMFlwpHAY1qBXe39rB32MXOUYB63obt24nInryTqCD66tmrJKOen3pyiCtzvNIqFlsJtkxAEMMa9BDs76Nz+zY2vvoad6/dRr4yham3LqLx9gVEhTz6GQ80FIV8lxYOVnN3Rs5jtLbprFBC49DM8dQUP7sXSVjyXY11SstO0MfBxhY2V+6gVJtAZXoW8PlbcYemGvUdqg7423sGszFGhrkwCBgEDAJvCgJG4XhTZtrw+XohkPiXM3CXLlWsnRAzbmG5D6deR9xuo/P1d8j97D3JJgQ/Rui64pvOFKaUwl62+JTEcsu82CfKXWgZMa14SMVnZpxikTnKiwO+5CLO5RFkXORy53BmZha5r7/DnS+/waf/6bf4+U/2UPhlBJvF3JycEhhdKh7EjCAyLkR9GsxIJGUoQiocFcxP9nFnfRfbe13c3ughM59BxlMZmeQNmYNRhqpT/YGxOh/5s6h0kFIqCUx9e4jerevY/e3vcfvWOvYsH7/5zX/A5NvnERQrGPg2Bo4tXlcWA8W9xJ1KBPnRpFEYV3P2sr+qk7NAfzxFmfqTsSoRrCAE2l3sra1j7eYtvPfv/j2qs3OIswWA6aTlNzXe14MVdX5Aqljl+BvmyiBgEDAIGAQ0Akbh0EiYo0HgFUUgjmL0+n14MeDm85h9+zwObq3g+08/xfnZBuqTFUmAzUoJ8QnP81eS5UQLcSxLlC0WxA6dDOhe5lkOqmfPIecXMTO9gJ3VVfzxo49Q31pD471zmHj7DFAqqErs0ShlLnGg2Cg+phGQ97KoFMrIZIvo9CNs7BxgrjGBElx5ZixT2KsAYhQkq/assREAvT7Q6eD2Rx9h5+tv4By3sfDeT3Dh3CWUF5cQFcuIGCtD+ZzWJNeCw5gNWjcEKyqsia5Gi4aS5k8pEpo4pRSRbgbIo91GcHSMfrODfG0S2eoEIkkiYCcKaZodxW3awpi+a84NAgYBg4BB4OEIGIXj4fiYuwaB040AZamImU0j0AJAhaN+9iyaW9tY/e5bLN5dBxamgHxN6gYoMfF0s/Rw6rTwqGRCZpoSJzG6V3GHDb/RQD5bwESjgQ5CHN68hq1b1xGEbQStQ1SZ+rRWB3IlVWM8CWug3CzeQBGQ811UijkUS1XstXuicBy2SqiVc8wIK0oHKRHhVQhOCeAPZ+AJ7rL3Eb/jL45GHm8/cUXlTBQ0ZY0Q+0PzGO31u9i5dgPbl6+ie9zGxNQspi69h9o7P0HfYWC+K7FB9MSyHRu2a8HlUSLElQuV4CWWMj3mY9KkH38hR+KXYKjJo4Ws3wd2duC32ij6GeRKFbj5EiLHlQQF6kPQvxa+qCwYRuF4IZNmBjEIGAReQwRkQe815MuwZBB47RGgGERXJElrShGYmYMKRRQXF5GtVRA0DxCv3gA27wJuVlb1lej0ikOjmaCiwARUtoWMZcO3HKkeHWV9BLUisDSN5b/5d7jw3/8G3YyL659/jq/+4/+F5kefADfXgV4EDCT8RQGi+2VNDh+olFzUGw3Etoe72/vYPRyg3TmZnSiNpRZun8Ux3e+PPdfV7yIgDoDNTWx//Ak++t/+dzT3m5j+2a+w9Dd/h8o77wLFIgLfQ+Ao5c22Xfi2i6xN+xhVO8W/PiphnspMItT/WFKfy/vp+UgGaHcQ3biJar+PxelpZPN0pfIl5XJkq2KZmpTUZ6GbzNEgYBAwCBgEnhABY+F4QsDM4waB04CADtJ1GPhrWXAZEA0bYRDD8lxMzs3g/Q9/ht2Nu+h/9zXOvHMOdp4BsYxfYAVy7XOvuEmLi1rA4vFlbWJpSMTYUVSAolLTqiMINL1clabvfd+xJBSjy5XsUg75hXlcsH6NcGUWweoabn97BavrO8i8dQvzP/kJSnPzUntBVrXZOQu+WUDOcdColLC5f4TD5hF294+xW81golyUbFYUujmSXgdP2zsUbprS54Gi7js1S7pJWzUIkFQRD4F+D63tLeyv3MLO51+iv7mDn37wISrvvo/8+bcxqNUQ+R4carCeCztJCeuKZSNVC4Z1OwRwzooeUJl61DycQveqFEQS/BNH6He72L1zR4oezsxOS7G/yL5KwRkAACAASURBVHUwYBFIS1URJ39MUqCsGuorjBN3Ps6osXY8j+/a9GkQMAi8rggYheN1nVnD1+uPQFJfQzI30QWGrlVxBNu1UZmdRvHnH+CPv/tvOL51HTN3V+FPN+AUK4CTkfraSnJUa9Mp0XEYy5CW054pmOnBHqfjBzwv9CXB8xLwTflaXH4shIzvYNiC58Gt1TBbKsOtTaJTquPbTz7F0dpdOM0WHFgImi2UGtNiHbIzWUBch2xkXBtztSw2d31sbEbYPzjE7mEGZxeLoHpHgVTtxJAWAbXpI6/GhHK5nb6bvCCHx0ebQq/qheOrmIpR1zEQ8ENgVD0L2/UQNls43N7CwZ3b2L9xA3sraygXCjj/q1/BObOMwWQDx7aDwLPg2hF8rXCAblSScXlEKI0lWhsctZ7yswRbgiYKWIxut4PVO6uYKJQwNTcHN59FSC2Tj8pOBUO7URlHgFM+wYY8g4BB4BVAwCgcr8AkGRINAo9EgEUiKCjRzSjjAFMsYOYA336JwdEuDj7/FJWfvY/8GQ/IuiJUawvByb4fJBKffO6ZXydyofSbEJFuUuMpQVCL3GkamHiKRfl824MdUt6WNWrEsY0+gxGm5pAtTeLSDIPJV7Bx6xq+++j3qH76CT585xKyl96Hv7gAMI2wz4xUPpYnbWxvAzesAY4P9nF0lAUwmxqWwCdBIIlFJo3fvfSn7+puTj518lo/p47knYol1Rxy6DLTFlfemeqVqshgoGqPdCNgfROdqzfwxcd/RKvXRbUxiQu/+RtMLM4gLhfRLhQwoPYk6W5p/CJ9ofqUHEcyCKepSZ8raka8j1N5Wq5Gzl+0bliilYfodDq4cXsV1qV3cW5pEZbvIUYEz1EuY4rPe7k9LVwZOgwCBgGDwKuGgFE4XrUZM/QaBNIIUCZKlvdjerM4QOQ7sOIMrLCAxtll7F7t4Nqnf8T5qUnk58+o1W8rloyw9xN/092/qHPlpjMaTejSoQfD5nsFwGGLPmFCpdiGFbuwHUtEZ9aPCGiBcFw4Xh6O66GWy8ArFaT+QnxwgL21NTSpWVTKmFicQ2VhCYWZOWSLZUx6NhYKHu62e2g2VU2ORtaC7yvhnDaGWDKAKWtRWpHjEynSkiiIk6jzifRTmmHdpq/Ve6yfYUuF8BAMmqeCIAoHhekoQrS7j+76FjavryDcOQAOW5gsVTG9VEPhzCLKy9Ow6iW0fEsyUTH2x3FcuIzTYNV6lmuRBF7KfWpo0ZCg+hRNMnaKdE3maTgOySTRI9wQhhgcHiLYP4CbycEtlWGXyoDnicHPCkOpMSJ2oxOWnCEOp4E/Q4NBwCBgEHjFEDAKxys2YYZcg8AQASoYVDYS+ZUHkQE9BzFTvno2ps4uo7+3hW8+/xSzH24jbnYAtwSL76UUlZHAO+z9VJ8oj/qE6qFwqYRfucfMpuSA7kcOi64rK4dFgbpYQDbjoVyfxPzZt3C4cgvrf/oT1q5dRa/XRf/sEsLdPUSHx3Cn51Fo93Am52K/2Ua71cP6bgeFSR9Fj4pGCFtbGAQxS+YgEXFlakiH3tWZzFQKX31XKE61nzhN5pkKh0OFYxCKi1BMfaPbRdjpot/pIrxzF0c3V3Dn6+8kpqdcmcD5n3yI0tmziGYbaLshOl6Enm/BpcuZbcNlhjPLkSPTDVPWFu+0FAnjSmGK1oSu1KMv/XSMJLlQhQ7pZ9fb3cZgdxfl2iRy1TrgZyXhghAdBbCYqYrMyrToGI6XzpIhwCBgEDAIvNIIGIXjlZ4+Q/ybjgA9hbiiPtotKfQ3iByxdGTmZjGxtYyZyjRyt7cRfXUV9i9KsFxf1b6zZX1c6ywCZ0qUfLnwkpAxyTFFzsOIpKxoW3AsR2WElW4olVP/iBA5DgZ2DvCycHNF5PJlzM3Oo7azjc72Jrp313Hrq2/Q/peP0ZidR2FuCbOTc7geBjg8PsbK6h00spOo5fPwRGkjkVFivbiXZN4dJ5dX4y0pzh5+yolmwUMqG4zVEPepHgY/XMHe1Wu4de0m2q02bC+DqbNnUV1YQJnFECcmEBbz6Gdj9F0Lsechk2GQuA03tlhmA3ZsSxaqMQJ+BKlj/byEi/SnI2kEGNQT9HG4toaD9XXUpqdRnKir4o/D+Ui/9RKINkMaBAwCBoHXFAGjcLymE2vYer0R0N4sFI+4Uw5VohJX2G3ErKady0ltjtLsPM68+1P0jlvYuHoDU++9D68YqlRMyWq2yrSk4iOUjPlysw1pbxby9DDR/MH3FBcOC4mLJYiaWYyIFo/YRsBgccsWtytiFRXyyNdqyNbr6DFFqp+Bv7UFd9BFd3sDre4A3YGP5iBAb83CYd1GrxAjl/NVzAM1P86AZDhKLE2pT1B59TyI2pGVSl554GOM04gx2D9Ef2sbveMmmru7ONzYQnZvHzhqohg7yNSn4NYn0bj4NnKz03Anauh5DqKMh9h3EYs7na0K+VFN0h9TEuKeHl4W+nWDPqb4OvWnpFl+JHQ3o8IxwPHWFpo7O5h7+z2UGlPyW1G/HbqSOaKspi0cp55HQ6BBwCBgEHgFEDAKxyswSYZEg8D9EBAhafiHONiLpEvlgRYMh0G/sY3i9CyKf/bn+PK//jes315FtdWGWynCciLlrC8CJ73WuVNCS7LyaCmMg78IYTM93v0YfoI2IVdiEWzlHkPFI4oQxBECCSinkUClzw0tG5HrIVsoIu95aBSKmL54EYPmEY6++xa37qzjxspNHBVn0Q4YJjHA4aaHZjZCrlKCB1/FjLAOiKuUGBUQQAKSoGrhjZpPCkg5TQrz8T61EgZ/y5GCcgRWkZesVLTMhBHiMELn9hqOf7iMo41NrN9awa2r1zA/M4szZ97CxV98AG9+HvFkHXHWR8ez0fRsDOxQMiJn8r7gQEWCqW9VDIiSyXXeAaU0Jd9TitxEo1WzkG5/gnl5GY8KqXRBY4V1pgfe3UH36Aj1uXkUJxsSx8LkVfzqXSrqPNEa78sg2IxpEDAIGAReQwSMwvEaTqph6c1AQMt8iXowtHKwncUALUqQzKBUKAJn5uGcmUO8vo7dr/6EuHsOxTPzQDELSc0jLusubCR/JTxD4f+lz4a4CykB26HAz/8Z48EA+ySDbJgoBH3PRatQgB0FsLMeCr/6EAuX3oFz1IPXtLFx1MXh0QE2v7mO3mefAHs7aOSLmCrVUC1VUKxUUKiWgXweKBXVziqCHJCaDidHorI5SZy5WGpBCEYMmqCLVK8HdLvAwQGCw0O0j46wt7uHvf09HBy2EPdCeHBRrE5g5sK7WPrVvxfrTL5SQ1Suol8oIMpmEPo2AteSKuG+G8P2mHWKQeHyhYgiplby1Zck5TtICC9jVeRP3XnpM/hUBNxDe/MIuHIZ3tEh/n/23vNNruNK8/zFtekzK8tXoeABkiIpR0kttWZ6np7d/Tb/537aZ77tMzPdPS21WbUkkqKH9668y6x01+1zIu6tygJAEgBBoqoUKV1cH3HijQvwvHFcGASocpk4LJH5Ia4v2QaElRZ/m07SX4BXgs++ZBGwCFgEXisClnC8VjhtYxaBHwaBPPGOWZo+sEmYBXLRGXWGJ+1LROqHqIkWtTNL9PpdHn71OarsUZtrQ1XqRxf/k8Bacc4y7xnN86nxPKPFPXX/NZ/q7l6mz6f1xLwB2YmtQRRswUayMDlORppmJGLpyBSpWDqUT1+ChtNEEuziN6u4SUZrkDK/k+KtdWishbS7GaVBh2E/xh11yXoxw61dkmCNThgydF2ScgmqFe3GpGNKJC2rawiA1EqRAHaZsGg4IIljEmE/cYwTx/hJjNvtonp9kuGIaNDHGQxxhwlOqUG5NUVjbpHG4ikap5dIyxXSIGQoVbKlSrjrkEqKW0nz6gm5Utp9TMiGo3JLlkIXgBwvAik4aQjlj6exfM1z+302d/D3Q6qrC6tMGGxtsfPF5wRJxMzsDG61TBIGJL6vSZmeD822CsmOMQDFEOzeImARsAgcEQQs4TgiE2HFsAh8FwREUdS6dd6IVqw9h2woeqO4WPlMnznNcHuTP/7pj4TzMywl7+c1F3zc/VoShaYp+/EWv4t0R+Nd7SmjSYeJedEWDp3+VXRSE9MROzCSNLqpFFJ0SZKBCcgPfJrTNarVFunkBGeCC0wmfbK9bdTGBtH6BttrG6ytbbGy9oD19XX6gz5pEpMmEa6bUSr5+J6D7yt838WTFfUsZXd3l71Oh36vr+MHwjCkXqtRKZdpNBpMtieZWVzg4twC2dQc1Ceh3ED5YsUIiMKQgetqkpO6DkoKF0rBPilHqLOR5Rad3GFOih3K/4Rayk9mOqeZJ2zGZXAS9xJDErG7scGXf/mYc2fOsfjWRbKa1CDxdBKBnI3miNidRcAiYBGwCLxuBCzheN2I2vYsAt8nAk8tuo5TgkPHeTB46vpamU6J8RsNWnOznFlcJNzdZfurz6l98B7OhKzwR3pFX2mXKlGExwYx3vDY5eNwuL/SnQsrQ9GbBE4riY9I9VCFoAnpcsXVKnOQ8JYkc0k9T8dQpJlDmHmkYpXwKqROTDfzcCs+qlEjmZvRKYf93SGljT2yew+oey7zM1METoonYerJCCeLULKlkSYb0vuschCXLoHccYWIeAR+QKkUEpZKlMISpUqZrCKuUlUSv0zqlY2i7HtknoMExwduQuKmZI4yLmOaasp4jVVDp77NI3UKMqm97nJMxAKkjSJ5PMOxmPav/U5NgL32mYtj2Nwi2lhnu7NL1KjjLs6RVEKdOlr5Bq9n8gAfhw/cymgRsAhYBI4JApZwHJOJsmJaBJ6HwLi+NX5fFna1UunKX3GlF3rdapXG9AxnLr3F3sYKT766wpmz84SSackPQYnvjbxogpefiW8e7+CoHxfa8jPFAwtVOw/OzhmJBE9LtibtdiWRLKkUDRQbgS+JoTR+4pkjNT0yPyDDpZd5kIZkqk4Ux+x2BuzWInYqQ4Z+XcdyzF4+T8WDIIthuIeK+2RxH0Z94iQiVeCWqqhA4ghMoL/SLk/g+VK80MQUSN9DsUcpRaI8EuVrYiExGZ64SzkZnmOKOaZ5fRV5Uxs4hEBhUt7KXkOT4yO7YhOy4YkXVoFZ/syRneqnP/5nzk18TBZF9JeX6a+uocIQ1Z5ATUpQvQ9CNlxTd8TGiR/ZmbaCWQQsAicAAUs4TsAk2iFYBJ6LgCSh8tAr4GkWQBoRTrRZ/OAXfPbP/8jjqzeYef8dypU6TIZ5kIO0JBHnRfDsc1s+ERedwoyTK9aexHXkCnls6nfrcYq7kSYdeWhLIkHfgc8o8+gOUiIUu9GAO+vrLC9v0dkZ0KgI4WizV69oUlFyMsqtGirp4yQD3GSIkybalSlxfMQShRdoQiHsJpV4DvkVSr+QAKV0bAauR+ZIgL8hFEqJtJpWSj313EFK7hnXKZlP/WzRln7aNC3XCz3dkJP85knYycCShGw0Yvn2HbZWVpk/f4Ha7KwJ6vclI5VkMTsJg7VjsAhYBCwCRxsBSziO9vxY6SwC34zAmLKkD8fO5cVCmXLExcoPcaoNnElon71Mvz/i3uc3GGYeCx+0wE9MxWVRqHPluvDtz5O7frMsR/HuU3gUIoryvq/N58/INVHAtU1IiQ3D6O6CgdSuyKRgHmL5cOilsBdl7Awylre6LK/vsLzcYdiJcDOXeq1BvVbF9RxNVmKVETkSU+GjvFS7UOm0t5pISGVrqf9wgLKkMx7/iWxi+dBuP/lexJY3xH4htEHu65iNfDwmNFzcqZQu8Cf3jeXLtCz6+HgvT1cW3yc744L80McFG/q6fvP7ws9kbJpgSyrhNEUlCU40Iut1Wb97m+72Fhc++ID63CKUquCVcBzBPschx+2gq2cuHNyyRxYBi4BFwCLwUghYwvFScNmHLQJvGIGndCBzKn8WWyGfKeUnZ/t3pMZAqKCmmDr/FlmUcv3Df9cVt6dPX8Bt+zjVklFDRfsU0nGglhcNH+29AeRAxqfP8/V8fbkgHYUWLnEd+9ms8nhjUWLlomDhGpcmeby7N2StM2K9E3PnyTaPVrbp7gwpA9PVEtPNOu1amVA0+py1JSrT1g5NLpDsYJIVTEiDo+ulFKKOkyFzLAYnWYk/oAfFobwjWaf0T5/kmbhy8qRtHAWTyH3kxnV4eUVcqOSn+5fEWebUnOfH38uu6OhVG5f38za0u9tYe3IuGdeyQQ821umvrJBGEZPnLxBOzZAEZTIV6jTBBTzGnbAQRqNRnNi9RcAiYBGwCHxHBCzh+I4A2tctAscKAc+DsEJleo6JvT71K1+QrW2w9dHHNH77nyg12/tmEa2MForosRrktwk7ppk+86i5J4q+EIs0S7SiLwX9YgWDBLoR3Fne4OajTR6t7TFMywzjkDiTEOwY34HpZshkIyCQsBjhbrr2h1gg5ILpVPJEOVmGm+QlFzUhEEvGgbJbHGsL1cHlfY83HRAugexjv8KRSi6NNTX2xLcfCgpj3X37C2/4CYFVC1xgK3vZdrbh6lWmPI90oo1brRNLdi8hZIXBKH/HlGg5biN/w8Db7i0CFgGLwAsiYAnHCwJlH7MIHDsEckVqX26thCkIJbtSmUp7kqVLl9i4d4ubn3/GW+fOUWq0oFbThd+0krz/8jE+2OcX2jnKDESwKK7vWzieAkxbNYRoiBsVbO3FrO0OtAvVrcdbPF7vstWJSZWXN5URBB71WomJuke9KimvcitRDqYmEDooPE9Om2XarckEredV0cdU/UIiec/ZX4oXInFAMgpSUsyQnBdEo9jLPT3cosH84adOiyaO315cqkRqgUXInQSCZyk7W5usfP4FpaBMbWERr1ojcj1SydZl/NG01UkboSSA/zBvGZuJ4weJldgiYBGwCBwlBCzhOEqzYWWxCLw0AgeK54u8qkMD5BXfJajXWXrvXXZ31vjiD58xd/c2jclJvOpZVCbpdHPtS3bHVTPVWug+syjU7gOycXDlEHyy2p05DokjVo2U3UHC/Y0+dx5vc+vhMlu9mN4oI3HKJDFkyZASCdVKmfZEjXrNpRxCnEoAuOlO+ILGUQiBSVar+5RrmlBIwPo40EW2KI3/1xOOcSIiDY43MT6or7s+/syRO/6m766YVplDwVi+17xYuFKS1zhiY32Dz65e4xe/+hsmF0/jlCrEErchA5WMY+JClpNCYSriVCd/PYrtyOFhBbIIWAQsAscUAUs4junEWbEtAq+CgPbaEQVN0q2GIc7EJK2z51haX+HBjRuM/IC35uchEH8TVytjWlH9JsXvVQT5wd8Z006f6VsGJw5OB4OUvE/iQtUHHmz3ufVwh7tPNtnoDOiOoBc5RKKtKl8rrq6TEjguE+0m87MzeG6gFWBPwShNc2VYmIWwCJEll0fvTP/7YsmpDibXi/X6siELB/LtP2sP9vHRRh9hCllCNuwzevSEvZU1dqKUpD2NMz1rYP+GT+EbblmkLQIWAYuAReA7IGAJx3cAz75qEThOCBQruaJUSbE4SgHKbVBfOsfSYMDdv3xI584t0ru3ceZPQ3NCK+Ja7S00seOs84rWXowjV/nTTIoeyiwqXdeiwEgsGpt7EY87e9xf7fFgucv6Vo9+FJNJGluJIBeCIu5YjoOjPDwvo9EoMTtdIQzyVXIFnqM0cZOYAbFsGBOEqYdhiESRT8pYOvQ3JY/l6Jtv7PmxHVry4zwnZnAv9ufY3D39giHFecGUOCHu9Fi/cp3hxjZz5y9SmpsnqzdIlEOaZ/zatzjl34K0KXzlMO5P92TPLQIWAYuAReBVELCE41VQs+9YBI46Atpt57CQ2rohgdDifuK5UHJQrkvt1HnK1QZb167griwTf/gnvN+UcBsNfV8r6aLsacX2OGq3RoXUoRpj4st5lEGcV/kWw4OkvxXPnOXdEVfv7/LhjUds9iJdaM/JJIWqp60VujhelhGnMZlYOTwPx1fU6y7Tk4qSFNET+JXCC8Y61ddErT2s2GoikuvL+uZz/jDk5Dk3/lovmWk1o5fJFOYoH/cwJt7a495Hn+EkMb/8+/+D+qlTxGHAyAtMDRNHkgkb96lx+Iomn5qx8UfssUXAImARsAi8AgKWcLwCaPYVi8BxRKBQomQv/EGqXMe6UrWLF5Y59/5PWfnyU/7ld7/n3dlFFqamoVZHCs3ptEhFA8dx8LnMWi8V934Zv+inTr4BvRFsd4c8Wtng/kqHBxt9diIYOiEprg4odjPx8s9Ik4RUGlOQxhHKd5iZatOsV/ZXyL8rXJZgvMSHpt3UEhiNYGUFrt0gWdnAn2rTWFiCRoskrOhaNEKyD8XKvEQ39lGLgEXAImAReDUELOF4NdzsWxaBY4dAoQBr3UxIh6NIHKWtGF4Q0j53gc7GGusff8zm/XvU5+aonjmHU5Yiab5xBTqGWnDhiaOrhUtsRmYIh5AOsfpIULhUDF/Z6vF4dZc7D1dZ3+mzNUwZeFUdZKzLAObB324mhfukuFymC805WUzJTZibqtCqh7iYzFPGjnH4M9GyFAIVRiNjCNEkcBze8ePDrdgzjUDBnOVER40nOn6jv7rM7rUrVNKUeqNFqT3FsFolDUKU56FcU9NEpqHYdBP5fMi8FXNX/J2xiFsELAIWAYvAd0PAEo7vhp992yJwpBB4EQVJnik2vULvKEa+T9CapHruEmd/+Td0V1Z49Oc/c77ZJFAuVBxj6ThSo31xYcQYIQRDkwzJTpQDFUm6237C3ccDrty8z/3lNTr9iMwvkfrlQ4HkqXaScsjEwiFKqVK65oafRTTDhMVJn1bV289w9Ly5GOMa+8Lvz0WuAO/fsAfPR+B5wIorlcxK6LKxscKja19y+tQ5Js6fh6BsNl8Ca+Tlg1mQt+RMfxf534viP4oF6Xi+EPaqRcAiYBGwCLwMAsW/rS/zjn3WImAROIIIPE8POyRmvpzr5DELomyJdixWjkTSKZVCyvMLnPvFr7n3H39g98ET4ms38S45ODoKOu9B0gF9a2eHen5zJ4V+WYgukohVI4LNfsqTjV0ere3ycKXDxm6PfuKROC4pAVnm6tS4+hXNUKQRWR3PcFxfVwh3nZhqEDJVD5iquNR8iQvIkLSsBxDJkTkTJfZA3TXX9u+a0zeH1RHvWaZAY5fjJJY6cW/Lo/5JRyPi1VV2njxhfW+PM0sLBKdP6WxsynNzy0Yes5+3URCOgzk54iBY8SwCFgGLwDFFwBKOYzpxVmyLwEsjIPEHuWallVz9B6Sy4o9DkvkE7Ulmaw02r9+mc+c2G19cZaJco9ZqQUV6zMikYpou0zwuQa7BmbCG8Rtv/jgXTVyUVJaRpBlb3Zjba31uPtjgydo2mztdkIBiN8wzSUkWKlMZTorySTYqwU4qgwthE8LhyP+ymEalxGyrSqvkUPbkmYJePDv0XJQx0nFAQKzS+yxeh6+IZcnMw362LzFd6cCcjLjbZ+vqNTprayRSvHJ+HjU9TSbl3j3J8pUXWdRMJU8DlhPAYl6K/eF+7ZlFwCJgEbAIfFcELOH4rgja9y0CxxIBCX5OTaE0F9zMw5WiafKHE3Duxx/wOPX507/9G+9WGrw9NQkzU1AJwfdI/QCJaxAl2RSxMyAcVTcUUSTlH7sozegMYu4ur/PR1Sesd2P6o5TEKemcRTIm5Xh4ugaJrJ9nWp/VUKUxTiYkQ+GH8rwiHsS0Kg3mJyaoel7udCVYvBwSlmy82F+iOIm1rch3/YMXxJ1qMKK/ss6Vf/+TDug//cEvCCcnSXwPJdY7lX/v+i1NV/SRzNL4TMl3YknHAbT2yCJgEbAIvC4Exv+tfV1t2nYsAhaBI4uAqLYHm6z66oJpri4YQeYqkiwlnJqmefoskwtLbK+scvPPHzLY3kSX1T5YHNajLFrTJ0dQWyuUSG2hUBB4DvVqmYn2BGEYkKYZo+GAeBSTJaKYFm8UZaiVtm7ohfE8S1WWRLqStQSQN6s+M80SFUcharDEdkgWpG/fDrv3HNlP5ggJZmqBG1cq7U4lweJpAuvrpPfuM1jbpFSpM/fWj/Amp0lKIYkumWIIh7wj/9Ebm2F9LtcObFqWdByhKbeiWAQsAicEAWvhOCETaYdhEfg6BJ5ZPde+8LJ2X2he+Sq+IzYPSfka4ZXLVE8t8tYvPuDWp3/k5l8+onnhFF6jileV1K/SiCLJUylJW5prPNPZ10n1Q14/EEpihquBYmGyQd+tkWQO0TBi0O2SZVKgT1KmSmVwKRCXkSllLBwSu7E/xpQkGqJUol2oWlWXybpPyc1rb+RDO+j18Fi/7vrhp+zZ8xBwxZWv+BWZqdKY0ZPHjG7dppRltCZnmDx9jlGzQVwKtPefdqdSOgJHn5vg8aKhAwJycMUeWQQsAhYBi8DrRMASjteJpm3LInBEERAldz/oVtfgEDOFKXymiYLIrRSpq4g9YwNxJ6pMvHuBuc5jNm52WPnDH8jSlJlfT0pyWa1dK//gn5D9do4kBoJAJEUzyOKEuudzaTKk4swyWXH5Io3oDhOGaURGSJxmRKSknqNJhxAsk+BInK5SsmRIEGTMTpSZrvs0SuDmsfQFoSj2RxKOYyqUroaiPzQFyUhbmcgS7t+/y8rtm8wtLTG9tIRTLpOIe6CeN3lBp0jYZxY25fAx/QCs2BYBi8CxReBAWzi2Q7CCWwQsAi+CQEE4RBHWOZRy16iCKGglTIqilQLSKEV5AUGpxdTFszDcZfn2bfxbt2mdOofXnkRVq0jGXP0rGnkRQX7oZySoWBTOTOo0RLgqo+J4lDwHf7KMzwQqiXm40mV1Z0hnJIQiIxGbhhQ9dPJUuLJCrqSdFJVFlD2X+ak6rWpAoFIcQVVAVvK8/I4yKD/0JHz3/rRVTT7SwrKRRMSdXforK6w9esBWr8e5s2epzM+TeN6+9c3XH3b+sef+VJZwfPf5sC1YBCwCFoGXQcASjpdByz5rETjuCBhPqFwhHlOJSlt5CgAAIABJREFUc91YCqN5VYd4NCKLFH6c0bxwjixLuH39Jrv3HtD74iuqP/kpfljGcTNdsVwv/0vbY8v6R0qpy5VUIQWOJ9HxYrkAR2LgZ2o0WjVK19ZJ7m7SX93VVhDx+ncC4Q0SHG/cq1IhHCS4RFRDj1MzDerlECRw2YlMRXYdyWHJxvf2V0XmMoogjhhurLP60Z/ZWX5CXKlQOncOd2aGkaPEBrcfEC7xNI4jm6Q1tnPzvc2NbdgiYBGwCHwNApZwfA0w9rJF4K8NAc0VNCFxyHxPK+RDJ8Ov1aguLvHjv/t71q/d4Prvfs9lL6AlGvvcHJn4EknaUXffcUUH4B4t/MTfSZa38yXuMeE8B2oBNCqBTnFb9naJ4lSnt82ISUi1tcNxPLI0YjDqMRlmTDUDFmcCWjUHz5HaGwdsy6q0YwB/L4cp7PXoPHjEV//2H0ydOseP3v0pXrNN7HmSGYBS4OG4Erx/EMj/vYhiG7UIWAQsAhaBb0XAEo5vhcg+YBE4GQiY7EuFG3seNP700IrVX1fcgjxdgdkpKYL2FLM/eo9oY4fO7XtsfvkVyg9o1Buocgkc36T5MaXYnm71DZ+beBUT0l34kbmmfINEdiQZwxGMhhHpaEioEiZrAZnvsxMN6SWRToSk3BAhILJVyyHtRkizJoqtwtWWDzPMAuc3POiT1X1hOpOMVGmsM1N1Hz6ic/suSadHa2qWmctvMazWiDxPW7E8383jbtJnMoadLHDsaCwCFgGLwNFHwBKOoz9HVkKLwPeCQLEKf7Auf9CNhJNrg4DniRMScdXFUy4zly5R2trmxpdfsBdHvHf+PI7ThkCCOcRdZcxN66C5I3Aklg0fVFG/wYw+TqHTz3i8mfHo8QYba6t4acb8/BSViSZfPbjLaLfPKEpIMwkYdwgCh1ajQrNewXOEXgiCz0PxCAz7JIkgrlTxMA8UT1n+7DN2r9/g8sXLtBYWGZYrDEolXN8jlLTENormJM2+HYtFwCJwzBGwhOOYT6AV3yLwIgiI8lWoxOOKmFwr7slefrJ3dYS5uCHl9SQcqUju4S4sUvpJRLqzy9bOLrf+5ffM/upX1M8tgZKVZQmyziPJiw7zdt/UTqe2zfMUxRnEicRbSCy4ohvB440Of/nqCVtbu5RKIZeWZpmbbxHWAurN01x/8IQb95aJshEqdXDFAjJRZ2qyhastQRJgLk1K6twCxTc12hPar5ANsW4kI5LtLZKVFbYer9DLPJbe/xnB0mmSSom05OF5jq6F4iY63l+70pmaKCcUGzssi4BFwCJwDBCwhOMYTJIV0SLwXRAoVOBiL20V6/JFu3JPb5nZO1LgTkiHrN8rdE2KRDk4E5P4bkB9dZ3t2zd58MmnBJMT+NWQcH5aWzg0s9HmkfEe854OXXqakRy6WYj2UvtnWiwuKJ3Il1EGo0xqjUicd8byVo97jze4ff8h1XKF+bkpLp+bY6od4JegNVHCc2OiYY/1nYThIMHLUqZaZSZbVST+I1MS5SGIGry++yheasjH+OFicvIh6NMcPb3LDliyuFQlMUQj+qsrbHz4EcPegHBqjsaFt0hnpuhL8L5UFlcuUsfSyWTTARz6oy68BY8xYFZ0i4BFwCJwbBEQPwP7swhYBP4KEDDqsBlocfz0fjysWt/TSqDEczhEsvk+7sQEl37ztyy88y7d7h4rH33M2l8+IY0SCYiAkVThHlMWvxZbabzYvvahl77xvBZlLGLYiCTJlOswwGGll/DZjYdcv/2QKBpxanaSy2cXmKx5NDyoK2j78O6Zaf6v37zL5aU2sw2fibLLVF3RqqIVW2lbNFpxPZPMVvb3MggUsyX7p39j9yQLWJJAf8TqnQf8y//4B2rNSd7+4Ff4rTaUy+AHKM9H6fobY/9ps1PyNLD23CJgEbAI/OAIWAvHDw657dAi8GYQKPQuUcUKVe5pSeQZveU+8HIi8dCixDl+oNO/JmlG0Goxff4C8a9/zfq9+zy5cotKc5LaufOEc7Pgm2AOrUaO6ZK63yKbkxpTz2U1+pWVdWlVaqSLJUYiKswm43B0zYwMUskiJavdDpGjWN3scf3+Fo9Wd7Rl4u3Ts1xamGBpsky9pHCzlDSC0FO0Q5+K6+Ccn2WzXaPfHzHXrOjK4iZyRSQ/GIuucfI0sMfwfExlf83S66/AfFjaGU0+SJktg6buTKcxFnaYm9zSmHQwonP1FoM7j6j5dZpzC1QWFxiVS8RegHJ9HVOjvyPhu5JxTafCfc3i2+YsAhYBi4BF4KURsITjpSGzL1gEji8CheOPqHKi4j3zK5I4yY2xB0SJc/2ANIn1lnkujcVF6vUane4/sHv/ISv/+iEqLeHXJ1GBixK/lly3LPrZP83blnP5mSre+clL7LSeqp83WbdE7ZexyU/aNmfi/5+ROa52Dev0Ix6ubnPt9jJRf8Rso8qPLy6wNF1nuu5S8iGKM5II7TLlqUwXCWwttRnMNOn0YxplD/nHU5TywpWqUNCLMeVi2N3XIiAzJdEv8hP0XDNphjqaQo1CTuX/8Yh0d5f1z64werTOuXNvUV9YIGs1GYQBSMFK5Zo5kW+r2MwE5X3YnUXAImARsAi8KQQs4XhTyNt+LQJvEIExLvGtUuhnpei2LEArh8RxSXQQr4/XqPP2L37Bk7DCrT98iFtuUvZ8wp+8hWpU8lS5ecS2aOK5Xvmtnb7EA0bBN7miDrGkvA25nyqHKFHsDiK+vPGQe092iAcjppoNzs63ODM3QavsmWRb2utK4fh56uDswHWq6ruErtTdMDTjJcS0j74oAhKvIUE2QjaKD3V7m+jWTR7cvIHjBPzst79Fzc4y8l2ScoDrmLgN+UT1VhCN4v0X7ds+ZxGwCFgELALfCwKWcHwvsNpGLQJHG4Fv1cPGHiiCbR0JkHYUaeqQZaLWZTp1buPMKZIkZa/TY7OzzfDjj7jYKFFamMapV8AP82rdRofUpclzdxetVL4CVIU9Q8hEQTh0M5kk9D34iXtTIml9lWJrb8TD1Q4PH6zT7Qyo+z4X5htcXJygXQ8IXKUtLdKeZLCSX9G+9gKTQHolNeXGwDnoyh69IAJmvgTbA/ZZ0DeDrLi+ibVD0uAmMOizfecOKx/+GS/0aZ46Te3cKfqtOqPQRfmODg6X/5gVhGP8G3hBsexjFgGLgEXAIvA9ImAJx/cIrm3aInBiEBBXK70pHGEeuPs+8gQ+E6XLTMzO8k///b9z+8tPmZpuMDW6QHBqEZoTEIhTllErtcKpM1+ZDFgFZXgprLS3lonbMIqrqKqmfclOVPyGOAyzjGGKzkh1+/4GmxtdfBfmJ2u8s9Tk9FyNQJOLTGebMgwm0+RDK8BK6RocUodDfk7OwAraYXo2PY51XYhg908jkB3E2RiTl2F2Oita8XE4ng4Sz0YRyeo6q19d4cZHf+by3/09cz95n7RdJ62WyEq+trx5KfipIRz7ZKOYjGKinpbDnlsELAIWAYvAD4aAJRw/GNS2I4vAMUUgV9gK/U2PwlVkmUIK54mC78qqfyXgR7/8gHajxmd/+Yhzgz3ekirknqjzDvj+K3GLr0et0CQLd6oDDxzt969dqaCfZGx0Eu4vb/F4eZ1atca5hQneuzjNbLOKSlP6UYrrObiuq1fJhXokUugvT+8rSqxyJAuV/b0OBIqZk5gbOS7O9QeSZibbWRTRX1vlzv/8XwwePuDcpctMXbyANz9D11PE+UuuKati4oBEuKKxww2/DrFtGxYBi4BFwCLwighYwvGKwNnXLAInH4FcvS4UuHzAWr2XbFCuEA6FKwHZUpCiHDJ5Zgk3jdl4dJetlSc8+PILppVHadaFqskjq5uTmoL7cRB5cPlLA1oIdkA4xNVKu1uJBQXFIFZsd2PuP9lmbb1DHCXMLbQ5f2qaM3NN3DQlk3y5+pe3J7sxZqGv5lm75PLYrZeW2L6Q8wEJBE+ViRk39SXNjUwKpEh65RG9lWU2blxj9c5t6mGJ+ffepbJwirTeZORK1Xg3r7WRarLhaHIo8Tp50iuZOHXgYpfPrp0Ci4BFwCJgEXgDCOxbn99A37ZLi4BF4MgjUKjY4/tcaCEdDjo+YuQ6jEKfrFqmvjDHz//2N2RJwp//+Xfs3r8Pux1TnyOKTT2FLMlXto2jlVnnflkwtEZ56CVNBnSwcaYVz84QnmwMuXbzEbs7PSbqNS4uzbIw09SZe6W2g5NmlAMXT7Jq5YRCUuga68ah5vVJ0Wuxf/YJe+WFEIgh6wNRAbq8JQX+Ikj7bNz4god//HeGZJTOn2fi579ETUyTOCE4IQ4urljXNLXMA8w10YRImWYlB5YliC80G/Yhi4BFwCLwvSJgLRzfK7y2cYvAcUWgWPUXS4GJlShGYkIYJP5CUleZf0LEBUksC06phNtqUT1/gcXhCMcNuPrRh2zv7nL517+CehUcX/u9KPHFUq7OfHXgB1P08i377ICiFKlxRbGU1W2xbEj9wV4ENx8sc+PuCru7u0w1W5w/NcPMZEg1lPdNnEYenKJXwwsSYWjQszIYSvLsdXvlJRGQeCAXnCBPJCBBNiqGeESys0l05wbbV6+zu7PL2Z/+jKlLbxNVa4z8MpErhMOV+o34SiFfkys1XVSRYtdYNg6+KTtrLzk79nGLgEXAIvDaEbCE47VDahu0CBx/BA6vCh8+y31fEGcVR2uNmY7nSCVFUKhTPOEGIe3zI1SScv0vn7B25ya1WsjEhTOUZ6egUtakQ5MEKc4n7jE6euLFsDNOVEYuo07KFUUicSWZYqc/4sn6HnceLrOytkHg+cxP1zm/OEm75hJ6plCfcp28WKDp94BwvJgc9qlXQCDX/8UDSglbiGXLTEaqvR6j5VVW//IFg7Utas0J5i5fpry0xKAUMnJCMtdHKUdXeZcaKRI+ZL4HQ5KleUdnUcspR97fK0hqX7EIWAQsAhaB14SAdal6TUDaZiwCJwkBUcdFnT+gGsVZrqibMHD8TFaYHbOJBul4pK7PSBTCdpvJy5f4yd/+ikAl/O7/+b9Z++xj2FzDVGgT20lMRCQh2q8AnyiYYs+QzcgqrXQTeLDZ5Q+fXufBk1VthLl4dpYLp9vMt32qLrqSuH5JiovYYPBXwP41vCL/9ZElLyGpsolLW6dL9+5DPv/4K4Jyi5/+9r9QmZ9jWA3pBoqR55A5jk5bLDEbRdyGkcZ8o9Ksn5nNGyvl8Roktk1YBCwCFgGLwCsiYC0crwicfc0icLIRKJaFDeUozvSYcxZialPkd4Rr6EOHJPNI/ACnUsNTirqTMR8NSNIBj27epD/oc240xJ2bQzWbeJ6fp9rNET3U2bejXJAjoR9RmuqiftfvrrGysUujVmFptsXl01PMT5Qp+zqhryEoeay6oVBP9/OSQjz9+l/ZeUFHi2ELeocQzL+Z4r7ZpyCphsU1T+I2dne588mnrHx5hcbUDK3T5wjnTjEMSwwdh0QyiEnQkBAN+d4cSdEsryuUOnABNN9l3pMIUfR9SKDDktgzi4BFwCJgEfh+EbCE4/vF17ZuEThRCIzrbId0Oa30if4ocR2KLAhIXYdMqnL7imk3o1Yt8dHv/4XuF1epKo+J9zOq50o4De2Hpet6aLDymh9ynJe+OIzhmBCSQVXcqMSyMYgTtvojbj/Y4N7jLYZxxvTkBJfOzLE006QeSMpbo30WCnKxP9zBmJIqN8b6e+Y5eyG3hOncYDkaguoBaDpaxsCu7ythBBr41GSkkpibnV36d+5y/6srbD9e5u2f/5zGmbOkzSYjSYGLg3JcVCZWDUNudTmYF0hwdiCJnSyLgEXAImAReFMIWMLxppC3/VoEjjAC40qa0RXHr4wJ/tRlKRBtCnEb1T7OMhIqqOYkXurw9q/+M0+u3eTf/ukP/HIQcEHV4a0GhKahxDOqqoSDFL+DtWtzpTj3cDXRGArpUKaw35d3Nni4skWcJMxMT3Hp1CTnZut4ykGy3+oVca0MG5exog+7/24IyDdikguY2ZEyj46QhDHikcYmP4CE/SCPSRXxUQ9GMVs3bvDl//uPJFHM7IVzNC6fx5mdYBiK/5uL5/iSk0p7XfkOOmBcJy8Y//5MNgMzkPHr321o9m2LgEXAImAReA0IWMLxGkC0TVgEThoC4/ra0y5H+/f0QbF0ba7Kn+Li4rlSYkEK5XkkuvR3VfvbT2QeWebR6w7YfLQKf/iYxSQjOLWAare0d40sf2c6ta1u7QBa04U+l6iNUR5vPExSVnf63H68ye37T7Slo92scPHsHHPTDSqhT9HcAXkaa8z63Bxg/J2O8hoo2kBkCJ2gnCWZIRjStmYm8oe4USWkewNWr99k5cp1Br0es+fOM33xPKWFGdJGlSSQGBsPT3kmDW5ONowrlWlmf07Hp3RsHOM8ZOyyPbQIWAQsAhaBHxABSzh+QLBtVxaB44WAaHBfo8XJQApNzmh8+0PTsRw6HYWjU+dG4vekSnqlOvBCZoMSkxOTfPg//zfX/vQxtcyhGWX4pRKOBFmIH5WbkokLTb5OLl3sO+1oN5qccGQZ/VHMnUdb3Lq/yvrGBlOTLU7PNvnx5VmqnqvJi8lkJG2YMRWi62HsS24O9HDGhj12+NST9vQwAuZDKD4HM2fGmiEhFo6krpWL2tSkSPpDBqub3P/4U3YeL9OcmWbh3beZvHSBQcllFPgkvodYslxHrBwurmsCxmX+DubweRXgTT4UO3eHZ8ieWQQsAhaBN4WAJRxvCnnbr0XgmCAw7hZjRC5Uym8YgPjZOyYJEUgguaNjOvqhgzdZJawFXN77NWtXbvHV1avM9HaZ21mn8eN38FpSkTwh8yXC20Mp39CETGo1JGQ6fa6k0YXtbsT91S437j1ie3uHVi3kZ5cWuHhmlobEjwjX0QvsRmZT0O8b5M4X4YsnrMJaIPHNe8FJHKjklyOtyZ14TulYC7mRSpB4YgLERxFrX3zF7d/9gWQ0YnphiVM/e5fS7Ayj0CP2xZVKyIVsrtm7jiYZB0RjXCY7U+No2GOLgEXAInDUELCE46jNiJXHInDEEHiacBymG4fPjM5plD+thArp0BqiWDscYklDGzh4lZCJi6dxM0V/NKDX2eHJZ58zJKZ5doHK7ASqWtIGFqm5YA6EPWgVljjJ6IxSHq11uHF/ld1Ol0op4Mz8DGfn28w2ynjympCNNCNNU0luZOqGHDF8j7s4B6q+2KMM4SgsSXps2hqRZ6OKY6LuLuvXb7Py5TX2VjaYOX+e6QsXaJ5eYlQOGAUuqeeiXA/H8XBdIRyymS/xMOE46H3fM67o9LgDa+W3CFgELAInCAFLOE7QZNqhWATeCAJa5zPEQ2eVGtMBRf10JKZDiduLSyzF+ZKUQZJQatWZfOs8kwtzXPn3/487n33K9sYKSz9/l9O//QDlS7pTU3dBL22LNotDmimGccqT3ZibD9e4efs29XLI2cVZPnj/bVp+ip9m+DqdUaZryg3TREcsS3Vq+/seEBA+oTX+goCaOBz5FDRHlMsyl3HMYH2Dr/7pnxmtd5ieXuD0j39G/cJp4jKabES+o0mGK7EbQjhyC8d+IoEidZn+zoqPrdh/D2OzTVoELAIWAYvAd0bAEo7vDKFtwCJgEdhHQJnAYa12ig6YSdVn42/vSfVnySil7RWKJMwY1iSNrsP0T9/DnaixeucWT25cY7j5iIWf/Jja2bMwOUumXDLXJXF99hLFym6fT6/c5f6jFR3zcX5xmksLk0yVIVBKZzEyMmU6s1FJXHQOL43vi2wPXg8CWSZzL25v8n9j7dAtixtVFOvt8V8+48Gf/oTTHzFz6hQLF98lnG6ThD6RsEHHkFNPuRRbkevqaUpRUJvXI71txSJgEbAIWAS+TwQs4fg+0bVtWwROIAISByE/UTCLY+NIk/+Zk478IV2bQ94Q9ymVSOyF0jU3kkCRyKq361A5ewqvUWFIxPD+LXp37rJGStQf0Ho3hFqdtFRhGDus7fa5u7ypycZoFDHTbnFmboqFdp2aLz2NO4FlOoZAUrQecvM5gfPypoekDQ/6jwSVpTgmUhxGQ0bbO2w9fMLjL75k4+4D5k+fY+biJVoXzqNaTWI/JJHIflfIooOnN3MshqpxslEQjWL/psdt+7cIWAQsAhaBb0fAEo5vx8g+YRGwCLwQAuMqoBybrVD0hQYI3ZD/JSojcR1S5ZI6Dpmn8P1JLjf+hni+TeezT7j68SfUHq3yi+oE6uIl0kqL/gDuPFjl6p2HDIZDFudmeOf8aRZna1TLgVZMx6UQVfXw+QsNxD70CghInEUqqW6HQ1wBXYip58Fel917d/nwf/wv4p0u7alpTv/iVzSXzpKVqgzDkNj3EAOY8hTKVQfF/V5BDvuKRcAiYBGwCBw9BCzhOHpzYiWyCBw7BAy1kHXo4kgcp+RMfPlF6Tc5jHTgb6ZwswxPvG+UIvFSJHNulKX6OXdxjob7AWcaE3TWt/j4H/6Z5oNV0vmzPCk1uLe6QXdvyMJUi4uLk5ybq1Mv+zplqvQkmyEZCqnXMf4rzor9+D0j7+ErX/fc4af+ys/EZU4DnuLoTGKSTCxBs8NOl7uffMbDazcIRjGzFy8xd/Etwrk5knKFxC+TSnS/VKWXoo+yuQZ1aTItJsB08FcOtB2+RcAiYBE4vghYwnF8585KbhE4QgjkmqEohvsBxNq7SReVLgTNxD1Gsg1lyqSslfS5ymXkCTnIdDG/cLJN2JxkYXKO5c+/4srv/5W9ocPocYeHUwtsxgleGHB+borzMy3m6oFuXtf/yDsSaTT1MeJo2nEohMMwkkKsg32h4B5cOQFHzw7WWJ2+eWjPvKXn9TnviBuV3hJUKqQD2OsxXFmhe+sOTz75hJ3VDRYv/4j5t99h8u0fMZA5dz3wfU00yMlGnvHYdDKWzlgmsJiaYp+zyucIZC9ZBCwCFgGLwFFDwBKOozYjVh6LwIlAoFD5v2Ywmnhol31dQRrHJ/VKpOJeEytGo4yg7TH17rv8pjHB9Ss3WV1fZ6Aq1Op12o06789OM12tEEQxiRQDdBWJIxWpD5RT6V30330lNT8eP39awmcU7acfOJbnhmKYsR0evVwrMBq/U1w7hKFp4DACck1qbMQxJBIcnhA/eMjKJ5/y8b/9O4uLp/n53/wttUtv4U3PMHJcBlJfxfXwc6LhyH+JZBsjFkUnRZfjshX37N4iYBGwCFgEjgcClnAcj3myUloEjgkCEqkhqqH802IyVplzuWZURrFy6J8u2pA/nXmkWaCtIeKMFUtVauUQqEmalTLzrkf0ZJNoL2Fn7QlpZxO34eGmczhTDV3bIxWqIRmR8gBxOcpEEZZfblUppNAeOjrA2dzWf2q5chnlQiHn2CPH9dC4mhnpCwVe9sYB7VnC8Y3ZgwXSAhtpJJYsVBEMh/TXV+ncu8vazet01taYPHuW9rmL1M5dwJ+dIa3UicWy4fq4voMf6ulCWzakzZxwaNJY9PENoL/AI9/wtr1lEbAIWAQsAj8UApZw/FBI234sAicMgYMMVeMDO6zaKslkpbVIUQ2NT0427o+vXXGksLiLk/lIHXFdmdrNGAnp8Mqk1TKzlQre1AbJl7fIVh+TPNpl1x0Sji5Qyc4Qtmu45ZBUkxijSGuqkZqVfUeZGBJDb4woxiWnUL9lDAfUaD92YHxoL3Cc68wv8OQP9Uju7qS7O+wTJcgIRgUCsi/kl+NnSIfclGCbccIhrG4Uk/YGRJubbF+7yfKHf+bh9jriGvez//x3BO0psnqTUaVK5oWkQjY8Hz9wCEsGh30SOgaLdHfAbMZu5IfiImeeefaevWIRsAhYBCwCRwsBSziO1nxYaSwCxxaB5yt/QkCe/h2+UiiWSrlagXSUFAvMSIJUF+0bZA5RHBG067zz3mXOzbTpPH7Mk5tXuXfvBqXJJu//p9/QvnQed6oNcaRjRHzH1N7IxLohDMIxsjxfzqdlPKnnhoCZGdinX3qOBJdxbOSZ8fN9RIRkyBsSIJ6kMBoRbW9z7Z9+x8bt2yS9PS7+7OdMv3WR2uIcUVhmJETDD1FCNhwT4O/mlcOltef2s9+hOTj81Tx1055aBCwCFgGLwJFGwBKOIz09VjiLwBFGYEwDPFAY5WIeqa1FNwquXJO6HYZ9HDwt53KmA7pzK4SuSS41HHICIrU60sDHbVRoVGvQrFJvVohVxMaTh/Q3d7j/50/or24wcU6sHS28ehUVhBD4ZJL6SNtOioxZukfT59iiv5GqGFSxL2Qt9kd4PsZEK/J0yaVxyYtj2QvOxqssJ2LFzbF3ChTyqTTB4VK1PU3JRgNYW2fr0SNW7j1g5+ETPK/C5FsXmL30Lo2lRaJyQOJJ6mOP1JOq4R6OI5XEpcbGAeEZE/0bDw/J841P2psWAYuARcAicJQQsITjKM2GlcUicGwRKFRBIRjFsSi7cnxwPn54aKgSfjHmzu/rY+3Jj6MUTujjeBJo7JNVAyqtKu9dPMvazZvc/8sn3P7Tx2x8dpV33r5M84P3KJ9fwqnXwKuixNKRxWSZQybkRQIGtLIrFhXJmDWmlAvR0cl5tUNWLpFo4mPa+CHBj+5Jgfqh7Fxa3MxkknpadHkhH6aexaKBYtIEEomJSUakoyHp9ibZlc959KeP+OrKDRYvvc/Sjz9g6ee/JAsVke/Ql8ryUtzRc/X86YJ+rsKTKXjGZ+tpgQ6fH89ZODwGe2YRsAhYBP5aEbCE46915u24LQKvHYF9DfWVWxal0s3fFjJQqP2eH5C6Cd0oMrUaSh6MEkqzs1z44JfMTy0QrawwWF/j0e/+ldKVNpd+8h7B+dO405OGYDhSctDFcWT939VbIahIbvRtUbXj4nKugR8/siED+Gapx+fKjPzpN/T7hn8ZcCQLVX8P1te499WXPL5+DbW+Tj2s8Zv/+n9SXrxIef60rgiflR3wHU0sMiclFYLhOaZ7R70RAAAgAElEQVTqu5PqhABjINtDi4BFwCJgETjhCFjCccIn2A7PIvA6EdBuUWMNFk4xhfpq7ovSbu7I9SQRBVNpVxp9/znBvqLcFgqyXvjOo4glXEB0XiXL4QqiNDFtSaE4HMLWBJVyg2Zziv7Dh2zfuE7y+C6d5VWWvSuEO5uU5qZotNt4ExOoWh08ReaIpSPVbl66K91+HpeAzm+VSyT9FqMbG/iYvIevHo2zAsuvl2Z8TPJ0SipuUnlEuJJ68JljKu9FMQxGDNdX6a0us/vgLqsP7tPd2KASlqifPc+py++RNWdJq02SUqgtHIkU9BP4VIxyMpQcy+Q6OY3UF75d0q8fg71jEbAIWAQsAscFAUs4jstMWTktAkccAYkHSCWLkVgppAqfVBjPUkZRoslGGHgkJJpYuIU/TaH3FnutyAuVECuEKMASNpBnU1LghiZ1rnj2SNpcSZ+bqRgfl7AUMr8wT3X5PCu3rnPls49RH/6RdrPK+x/8HO+9H8O5CxB4WulVKiGVVXvXQZXEiUv6E/nE/UqUYgcJZDfRDofBPxlqsoyxsCclJOmAOI6EauDi4xCIPxR0e7C5RefDP3P/i0/54s515i9e5PxPfsrc+cuE7VnSSotIBaSeD6Gjs4UlwlcENrEsacIhkyZXxiZ7v//D+Nozi4BFwCJgEThZCFjCcbLm047GIvDDIlBo3vs6ZJFqVdbIxcrhoDyfFMUwVSSJMhYKFLIA7hZ+/IVRoUijq1VhY9XYj+6WiBDpL48917EJukK5R+Q5JKGLU/Ip+Yq5SpnS5CSjx/eJtta5ee0O0eNNnJkrLJ6/QGPxFOH0rIRy6J8aROCmhoi4QpZEETdk44cF9HX1NjYxem6KgWoKR6YVf1H+DQEUaiA2H6FdSlIJZylpMqJz9yFbN26x8tVVSoM+pVKVn//276kvLtBYXMSZnmNYrhN7Po4u5ieTqpCkYDpFcQ6lGDMcR+nsYyamxNRoESuTsYYV8r6u8dt2LAIWAYuAReAoIWAJx1GaDSuLReAIITDuPlXU3Cj2zxNT38sjlEWVlU0rkxLonUGcZaQSQCyEIUYTA1H4RQWW1xx9Q1qWon/GLSs/01YRMZ5IXQ8xPqTyrLzpGhKSBC5JEKAClzAMqDUa1BZP0bs3x+ad2zy8fZvd5S1Y20Xt9tlb36Y6v0m9NUHYqKEqZZRo24EII/YVUYBNKt0DZ6/njfqoX8sVeU06RFY510CavcySYJmmuIlknopht8dwb8ReZ8D29Zts3LrDxt37zM7PM3n6LNPvvIPTbJBUykSVGkPXJ1KKwFe4rml7f05dte9OZQiHfBGCbj5/uRQFipZ2FEjYvUXAImAROFkIWMJxsubTjsYi8EYREIuFKI0Sdh3p9XMdMqF998WYIe5RUph6OAJdJkOyUwlv0I5LY9rnmOYpOqy0KrsgkfIPmSYcSSZlAkFcdxJHkQp7cV36Epws1az9MoNTl3EbC5y68FOi7TW6K4+5d/VLeh9/hp9k/OLnH7D47o/wLl2AsgdlkSTQrlV69V/cr8ZkeaPgfpfONYY53zjUjoCXwVAqhcewvUfyxVXWrt/izr2HxJmiPjvHL/7bf6M8PYvXbBEFIZmO0xAXKskAJhBJbE1hrsqEB+K4Ckfc1SQjWI7h10Ep4n3dvUPi2hOLgEXAImAROJYIWMJxLKfNCm0R+GEQ0Ap9mjEcDlnf2GKn26XXH+K6HlPtFqcW58yaeZqSxAn94YjdvQHL2x26w1hbNGbaE0y0qjTqIcMMVjd2uH7jEdXQoVUNaTdqTDdrtCslo3UWyrFWQo3DjR5t7k9V1JhIlYnykMrl4r6TiFOQ40jyKnZ6ezx6tEqvF5NFKQ3XZaY9z1SrjVep0X/8iGhlle21TXb//BGDK1dpzk7RWpymdWoOt1HHrVYgSnTQ+IEyLUKZ+BSzz8+/43TIkAul+7Uo3gWG2nphLBjaNKTy8Wj7Uwa9Af2NLdZv32H78Sqj1S0mBhFumrI4M0s20aY0P0/93BmSepO4XEVST2Wup7EW7MX9Shs2NOkQ1ympFm9qbehYfLFiHSIcr2WE3xFx+7pFwCJgEbAI/JAIWMLxQ6Jt+7IIHFEExt2nChELJThOodMfcefRKvcer7C2tYvvBbx96QwzC3OmpkOSEUcJnd6QR2vbfHbzIZudPpnjceHsGc6fdQhqAZuDlFvL2/zHp9epBi7zk3XeOXuKWhhANScchQD5qncmCn6hQGtLh7hmmVgRCfMWpVeUf6mxkWQuPQWP9ob86c5jdvciVOowU6vw09OzzC0tcuHUEun6Knv37nL/xi2WHz9iY3OL6YVZZtcWiXf3dGYrv93C93z8IMQrlcHztAuXzu0qq/lizskX9Y0LViH4vrBfQyIOtO8Cd431/mVzoO8JYRB+Y/7IO3i+wl60pS0O0qA8Jn5osiUJJDFkEUQj4tGIYX9IurVN5+ETHn35JSt3HjLc6nBm6TRLZ8+wdPYszM2QNJvEpZBREJD4PmEp0FgbV6xEx4EbK5QEhYtlw9HQaGtXzs0OEBmXffy4wM7uLQIWAYuAReAkImAJx0mcVTsmi8ArIJCIUiqh0q6LHGsl2HG1W80o9RhQopPVWBMGEqVMDxWxeDGlooe7lMtKV5PeHqX0WaGbRGSpw9pOl3a3xnTa4OajLjdXRoy8OiU31sr8zPQ0tWrVKMgigOih4h5VWBIk5kM2fR1GmXSviDIp7pDHdxdKuTwnyZXKAVGpRXdvh+FoSNwfMdEf0RilTFdLhLNzUK+zcOkyzZ0OGysb7K6t8mBjjdv/+K84oz4l32Vpbpb5C+eZuXgJZmegXDay+Z4RSOQU0iFB0oXI4uYlKWYl3kSqfTgu7jhpGtOzBWPJ3GUUcoVXMBjhCkIQEpPhS5McV9y9vuEnMTJpikrE6mDcy7QhQ1J6SXXwaGDqaNx5yM7NO1y/eoNupweuR3tujnd++bdUJtuUGjXCaoVILE7lMkkpIAl9lOeKxxqpDjQ32aYcCT4XsTJxY5PUx5IMwNHFGk28jwzWjO5A8gIA2RfHB3ftkUXAImARsAicPAQs4Th5c2pHZBF4JQSeFxCuVUKtVDuMMo9e4tONA51taISvSYDOQCT5qBwXz3EJa1Wa7RkGzh6jOMUt1RmpgM1+xt2VHR5t7DFySlQaIc2pFuVGGUdS5qpMx3VIo1oNLQhHHgvS6Q1Y3tymF6UMZcFetGlH4XpK67wSlD5KoZv5rHQiIhWSeiVSN6WfZqx0B5TWt1jpuAROipvGBEqReCF7lSa77i6jzCVMXWp+maYEpG/usNq/wtq9h2QTE5TaEzSn2lQn2oTNOo4Em4chBL7mR0ZwCXqXERhXJiVBK3IuQSvy0+SjUMLlWVHe5bJYcsQKoU91tih9LBYKHSlvrh/8aawfpmNjzVCJkAtIo5i4u0fU6zHsduhsrdLb2iDa3qayuQe7fWoR+I1JvFaLyaUlaotzhDOTxKFH5joMNZlzyTyfzHd1xXbjIiUyi8AHgf1CHHRQuCYbkk5YruhZ1GwxPzIEY/9EN3IwHHtkEbAIWAQsAicWAUs4TuzU2oFZBF4OAfG7L36OztQk7kraZR/XhyhTDBNFlDqEoaRBDbRKqV/LUvqRWDa0iYSpuXnSsEd3MKDaqBN5ZZ7sxDxc22Vtp0fJD6i252jOTJAEioFEYMRSnFrIgyEQomxrG4FkuALWd3v88fO77PQjMbCQKrP673uODlKOk4xBAgO3oglNgrj/lEwq1iRmuzcgeTzSSr3U2nAy2VJUnJINM5zeiFapyplz57k4M8lMOWDl1g3u3LzB3T99qEtSTMxMc+atS8ydPk1zfg63PYFqNlDVilnV125WCkcIiAAj1oUoMhXvxG1Mftpcow+0IUfjp5VwISiJeScTfuKjy6oLAREikUnEvGlCH+haIWaONFZpShqlpFlKvNejf/8Re+ur7K6v8OjWddYfyfkmM41pzpw+z4/e/Sne0mmcqUky32dU8YnKLiPP1QH4JpWtuEdJ4LexWjhSwFGohGEchTB6v084xr4juaEyecP8RPz9Ieib+Q27swhYBCwCFoETjYAlHCd6eu3gLAIvjoCuNJ3XwdAKpa7GLZYEs8m1wHOolTyq5RKV0NfaYyyB4Jt7fH7tMZ1RYpT+1KM/ShilKVGSsrqzxzCJ2RtkeJLlCMXabp+v7qU8WE4oOynNwOPU9ATzrTLTNU/HHOiYZ3EzchTDLOXJTp/OCPACTXrKvqdrb/ieiychBHGG55eRUoBRmtEoOTiJ+FhF2l3JdzwC3yNLIuJ4iCfKswS8BzGuH1AmwpW+Z4RIVJmcbVN+/0ec6e7S39llsNdh2Otx/asvGH74R0bDAWHgU61UmJho0WxNUJ9oU55o4U+0oNkEsYD4PgyHxrohU6IX97UZYN8ly1zL72mSIYwrMhq6tnKMxbIIMen3oNuBnQ70+nS3Nnnw+CHru9v0hgP8wCMsl/ArFWbfeoelH/+MwCtRrtQpVWuklQppa4K0UmKQJkQ+JC64gWcKN4ooQjCUpLYVq4U51h5kmnCYgehvRT+bW2m+5ZMbL9y+38y3vGNvWwQsAhYBi8DxRsASjuM9f1Z6i8BrQ2A/6FhaVBI+kNAdRPRi2OwM6Q9ivWAvblO+6+isVJtbe1ohXtvs8WRzQHcUkyiHSsWhEnoEyqUvWaM6PbZ1vIBLvValWg5xPY+dQcLaZhcnHtAIXTInpBJ4TFQkmkG08kzHQpjCgbAzzNgdSSVsF79WozZRZrpd0nESnU6f7ZUdkiyWkAKtIM+1y0xURZMWVyVHGxu2tobs9SKiYUY58KlXA5ozAV7aoqxSqiUPmiWG1RCn3aSWptTiiGhnh97GOjurK+wsL5NupKRphDsc4gwGpHtdhlvbqNV19solknKJYblE7PuoIMDzfR0fIyl7Xc9FeR5KFxlUeu9IjIRn7kngdTSIiEexcY8SXGVLEhNfkyZ4UUQ4HBL2h3hRzKjXQ+1u4kUDfE9RKpcpt2qUJyapTy9RbU0T1ls4QUDmKEZCusKAzFMM45hUamb4Lk7gapKhTRFiaRHCMb7lRER/JsoQkeIjfD6BKOwbhmcVz+af2fipPbYIWAQsAhaBE4qAJRwndGLtsCwCL4vAwUq1URCHw4iVtW229jJWOzEbO336w0SXbRCrxdZOnzv3NjQtGMRQb7Z0bQtZDW83yoSVKonrcWd5h83ukL3+gHq9ynS7wZmlGQbDlJ3tDrudLv3uiL1eyvTkkIV2olPbhqKUi9tQkpk+M8WIQMdjePh4lSaLSy3eOlvTz1+9/ojHX6wTKx/fD6lXSyxcavD2uSkdAiHuYdudAf/793d4/GSLaDCk3azTalV4+51F7c4l/yBKELxYFnbTESqLcZNEZ10KJyeYmGgwc+EsjEZko8gQmc1NkpVV+stP2Ot26ex1WL9/n9XNDTY2N9jr91CuS6PZJAzLBKUSJbE8BAFu4OtsV7L3w4By2dwPwoDu9i57ux2Gez32BKOdDr29PQbDIXEa06g3aDeazLba1Gp12u0JLl1+G3d+mmyqBWUT6J26AT2nRuxX6QdlUyxRvL0knbBOk5uA5+N6Dp7UzRDiIbNqQksOf0b605A/DkjE4QfsmUXAImARsAhYBJ5FwBKOZzGxVywCJxaBwof+kMqYO9WPEw6xdnQ6Xa5eu8Z632U7Ctjqw+5I4jg8+nsRaTQg3l1DJSMq1SpTC2c4M1GmXgsoBZ5ewd+LYW0zI3RSSm5G1U2YKie8Neuwuq2I9hTxsE8qLkN+QIyrU95KxiOj0zq6roOciJUjFiuF+FlJpIfr6XoPnhT9k8cdiS+REnQSfC5Pg68UJUdcgWAoOrSj6CsYiHUhdEkDCVgPCQJFWRRueUk8mWJPx2/r+ANXUr+6JjZCMk+J21lQwpGsXpIVKqxAcwJ3fp7yKMJLYsrDIdODAYN+nyiOSKWKd/6uFC7MErGOSEyGCTDX6nsG4i0mWbikYElWruNXm5Rdn7aQL1fp7Fc6l5iMKyxRLpWolco6fW8YlshqVdJqGcrixuVqwhc7PiMnJHJCUsFMu0ZJJ6nOniXxOjovgMS1a0tG7uUlFyUYfL+gnzZtaFz3A8Jf5G+KHtyLPGifsQhYBCwCFoGTioAlHCd1Zu24LALfhkBONPRj48dyQZRurSCnKFn1zmCQOQxxGSpHK/9SbM8NTLB3GDjUKyXa9TKNuq/pQZKlDCNR1iU4O8FXKT4xJRVT8xJ2nQw/i1GppM+VYGdH13eQInuSftWou1oLNtxD19pwdd2NVALYh0N2dnqsrKckyqXTk0KDnnb7SnRdkJjO7h4bq1LOPKXveqz1M/bSlJHUishcRjjsDWO2tvfoOSmeRKwo0ddLlINQj1tSzMomnEiqp0vMiiNEQaebzVBSDK/ZIp2ZQWUZgZJa5dAU/HQQuBhCIob9gd7Ho4jRYEg8HJHFQrEUKkm061Qi2aXimFhcpkohYaVMqVolrNXwpU6JBKW7ecYo19WuZBLsb3R6xUhcnCRoW6p7SwyO4xE7HhLBEivBzsylkA2JxRDHNVdJ6l5xQStMGiYLlSGgQkZM1qki1n1/XvLv6/luVNKeecA8nz9sdxYBi4BFwCLwV4mAJRx/ldNuB20R+HYEJtot/va3f0NPOTzeHfHPH60z2DZxHM2Kz1tnKvyXd5ta+Y5Gis2uz04vZqvbJ0tGSJravShju9tnGEW6RkQSRXS7I+4vR3T3ROnew3egn8ZEo6FWnKVmxf4/TLm2KgllJYOV7/vabUsyMa2vrRL3PR49DnGCEt29gc7sJEQnSlO6Etx98z5r92Eo1phKi0HYoDsY6YxTklZXKpLfl8xV/S5Ee6ikr60jb18+x8Vzi3rl3+jNSge6i90ky7MuiaVCLDPyP/kJQdOFCMUXSWvnOSmR27I1MgIhJGlKWchKIhW6U0rKwxVyUpAOsX7IK8ICfBcCj0xcr3yp7i1yiJdZ3rcmYYacaUuF0Jc8o5QQGYQcCtHIM0sJcXTy0hlCNsSis084tJlDRiO9y6gd/d63fyn2CYuARcAiYBGwCHwzAvv/Xf/mx+xdi4BF4K8BAclUJT9Z3fZ9j5rv0xsq+nHGIJKA5QhXOXiZIvQU9VpZ18DY2B7xZKvL6uYu3b0uDpFWWyWV7vYQ9kaJrp3RG6Ws7+yh7j5m0O/pmIRkNMAlIXASnDTWVoFUZ8vKTBm8fAXfkZV4EjyJ61Au9ZJLWcd5iAUhRcpdiBUiTk02JdGmZUVfSqG7no/UK4wHI21NEAetRFy0kCxaQkiM61Xg+jhOik6165oUvWI/0IX0dJVzQzy01q+zNwm5MCRAq+hFIql996nClcqo8JoD6PYkXawU6Mv4/9t70yY5rixL7PjuseeOBECABFlkNcWpnq6WjUb6pA/615KZTDZmMplMM90109NdxSouIPZM5B6r77Jzn78Ij0AmkAkCZGbyBhlw97e/45H+3vG7UVojYhmR8tiAgbSxcFBRWuG7qPj1KKEwXEYIjVAdE3iQJMQokS2MuEUyAbeWZLCEua/UVqN3LpI4n7FPjBBJ7jnFEhLZnUchHEaNytQ1c6g5oGmvzrbSD0nUfxQBRUARUAQUgRUElHCsAKKXisBvHQG+tfdoOMw35QBGU5KEEtNZhjLP4FHFqihB9Z/prBCVoLNJjhdHIzx+eYTjkzMEXoF2y0cYh5iVLYndwfgdaemKmtV4OkSWTOFUGda6oWyW4zBEv+XIS/2iqgNYi+TACAi4yaZqlpAOBxjQFW0vQqcdiWpUIXYRtLHgy3l6fArR7UfYHDAqeI5J6cNLKhyfzjCtSnnzz9gRccvD2lqEQdxGyzeqRf1eCz5dxLIpUaEyvwo2LVt3UTkzBMfE5DNyECMSMfFMGG08p5qSjZdBRTOSFGEdjGchLAFVXgjWQj4kYrmRmQjhYFlhBHX09frHSUJIlSXaXEh+80druIWwA0OPKlDJTaQbjHwuUg1jpyHzs23K0dAJSkTMt54v8+opvkE4Gnl1U3pQBBQBRUARUASWEFDCsQSHXigCv10EZCvsenC4M3UoAzDxN4bjFMenCU2MZddJg2fXDTCeFPj+yVikByfTApOSRsoREHfgBg6+/HIDXzxcx399nOPpi2PMZhk6nRYePhjgj19v1m/1K4lQzX0zA8wNwgCDwBc7iXrHvHJD+N6dI6G9RYV72x188WhLbCv+/N1rPHu2j8INEHghgijG7v1NfPmwL2XzyhH3vgcnUwzHmdgt9Dme+wP8z3/YRuwZVS6OJQ58RLRrkBmbYHdyRWkGxQwmsLfYndBgnaREPkIAqIokEAIO1aNoQ0L1JuNelnlUvSoLQywcv7arEFUo0WQyRvDSZq2w1eQVJEB1d1KEfTY+RjbBBMkVgiNKVcSYo6mD97ENqTmvb8o3mtJTRUARUAQUAUXggyCghOODwKiNKAI3DIGlvaUxEuYMzPt3B7kDpCUwKYD94zFe7p9gmpbiJYobfqpIvTgyLlrp3rVwfcwY/Zu7WM+VSNstGpBv9BDvzeD7EzB+R+z76Mch7qy3QeNwchvaEcge3gEC2mqIAYPZLtMjE9WrTiclToY0qDYqR9woUzrRinxs9CIJTjiIXIQllaR8aTfPK+wfJQj8IcSTFaU1kwSzJIMjRuweWoGLQSvA5qCF0HXg15t5Egjzjt9s7TlO2Z5T1YhBPhgUXM4riflBVS75NElFxSjdpEXWvsPgSwpB6YE0QhtweoIi8tz4i4SDak1m3mYUbNnUMH2QcBiSYYdlOue/VCczalK8l6vkQgzUTTd1UyJvMdWtOlhNVeyUFm2/eWbL2OObJcx9PC+daWYWF+VquiKgCCgCisBtQUAJx225kzoPReDKCNhtotkC280t9720b5gWFY5nJfaOR3h5cIIEkbij5SZ2OMsxmk7x4iBFGPqI2210+j0UZQbHyQHXR1JWOEsKsZFg2yQcPtWiGGSOm35R2eIYFtIUeoFi0DvaZjBHopxXwKHEASmQ5fRmRVtoF654aWIQQNokAC0HaAs/oG2GgywHfnx6ihd7J2KTQUlEmheYzHKJpB36QNsHYppJ1G0ENekRKY+MoJYXWEZUG40zi5t+QfCCXbMYkEs9Qx7oeWpp+037DCE2yxtvezfmYgy5r6udGCK0estJWhY2GTY6uGmfLazW4vhlDnUfoo5GdTFe113anu1xtc9F/dWcxfVFZS5qc1FTzxQBRUARUARuAwJKOG7DXdQ5KALvjcBiKyixMNgOd6yA2Gw8ezHC6SgVmwjfC0y8DBqW05Bb3vR7EqU6Hw+RF1NxVZtlBfJ0iu8fuzgeAkfHBWbTmbzHpyvY13sn+C//NEOJXJSLaNycFa4Ye/OB9Pkn6/jm0bZIPqy2D206SCLgBahqo/EobsEJAlGnIhXqtVq4v7uLidtG6oQoacfhMWhfIW/9Geguqiq0Wl3jvtZ10QtctOJgTjhIXsyHuCywsak8CjpGQ8qUOL+YVCF54P+sQ4kOlamWPh94x21sO4x9hx0re72om9Whr14vjVUvFAFFQBFQBBSB90RACcd7AqfVFIGbiUC9pRQdIZ7X13JYbEsZ045ua58+3cfoLBH7Cs/3URQ56HaWrmy5kaUrV1+8OkFsHlotH2UrQFI6mIxTTGbHoMvcMjc+lIq8wHRa4viYalRsi1HFKXUA0ozGzcB6JwQebcvQpA+q+pSFkB3HD1EWucSUgB9iOKvwbG+MtuNjPPPQ7vQBN0bgMO4EN97GF5WRocj2H7Efiv8l8XpVFZgkOZ6/OsPOWkvUvWR3XuacnIl5IapOQhnmthhy72vVJJEKnPNjkLEzvVZVEpWpN2QM51S8VBJbP+9j1KgsUWPfF5U8r7akLX4GFxbRDEVAEVAEFAFF4CoIKOG4ClpaVhG4FQiQXdSGEpZwGCsCidvAKaZphZOTGZ789ByjLEQY9eGFrpCCJMtF5Ykeo4piJjYQ3VaEFgPVtdpwggijDNg7HGL/6ARADM/xJSAe7TFotRC32nD9CkmRYTocYZplGE8LhFWBPMuM8lZtT0GtJAbIY2Ruz49QZgzE7SJ1POwdJXi9P0TbbaOklKQKxc1s5RiXszJPuqitA91RDYq2H7wuqxxJnmHvaIbpyQh//P0ddHYD8eKEIgOKBHBb4oL3YhnBxT8IoShUm6pp3Qqnu7jiu3Le0RAFVO/LGeZE5V1j0HxFQBFQBBQBReAKCCjhuAJYWlQRuM0IcLMpxsoADo9OcPD6EAzU58ETiUBIfaOc/5fwHQ/bG2v4ZPsT7Kx56LV9sb2A52OYlPju5RSON5HX+3QPy8jhQRCCDnA3Ntr4u99vw/EdDCczPH7qYZQMUU6n8IIAnscoEQxIZzw9cX9top4btSSaOVOykk3HyLwCTpqhrFLMkhKn4wQzx0VBlS/PRehX4Ljp4tb1fInLkeYJsixFlmVwiwzrcYDB+pr0Z7TJah2oWrXsQ93z9yUBH6p/bUcRUAQUAUVAEfi1EFDC8Wshr/0qAr8mArUxsx2CvNmuVX+YRplAELjYWO8iLiPkXgg39ES6QOsLBozb7Lfw9ee72Ow5aMXGFewwLTE7mmCapEizHJXjwQ8i+CQRrgvP8dBph7h7pwvXd3F46uLl3lA8NDHgXMiybsBQ2nBqX7P0z5QXVW0wbqJDRB6w2XZBz1Re7qIqPRyd5jhijI20QgYHYRhgbSPCRi9AEDqoPF8CGL7cn2I0nCBNMsRuhY3Ix/paB3Hk1+YrJBzUReLj0epDWaTe72jJRsMn1Ps1xHtjG3tLCyIEeUu+ZikCioAioAgoAr8kAko4fkm0tS9F4FogwB1rc9cqMoT5yKgEdOfOGtx2hLDTxfEYOGO08dRFmkwkDgYJRy8Gdjfo+nVuCYKjswyPX47x+PkeTicFKreF3u1zwjMAACAASURBVNoG3LJCMRlKJD22H9IzFD1ClSWy2RR5lkj/URTBcwMUKd3O5iLmSHwfSV4iSXMxSnerHBvtGH/8Ygv311viZYrm5z88P5No4tlhAmQOOlGErz/bxpef9RGGwKQC9s5mODg+QZIUyJMSg26MrfUBHj3aQr9dm4zLbp0RAO3jsYnVHKbFyUXZH3HX/xGbXsxLzxQBRUARUAQUgQ+EgF1RP1Bz2owioAhcawTs6/HmjpUv8a0/VLHtcBD6LgadCPfurmEzB4aTHD8+n+KQhtRlIepTvu8hcB0KIzBOchydpfju2RGevDhCmqaIwxhh3EEc+iizApRgMLgf3dnSRS05Dz1UuT4lEDHCLK/bpXQCIN+gpIXChuF4gtPhSIzWA6dCJ3QwiDz0QwdhVaF0Xdxd6+DLT3cwnO1jdkyPWSle7R+j287x6YMNHB6N8e3jA5yczVCWJeLAw1ef7+DvHm1jo+0jYEByke5Ql4sBEHknm0Cdf2dNuTfz3l3zzTqaoggoAoqAIqAI3EYElHDcxruqc1IELoWA3RKbbTYZgE2h+UIUUNXIFwnGaJRgb28Mt8zFfsJxqSLlC1GZJAX2Tqb44cUZfnz+GvtHQ1FNWuvHGKz1kGQeJnmGrCrhuB6KysVwysh5KQ7PUkzSStJc1zMxJLyKpiCiO5RXQFYCp6OpEI6qcBHHHnqRj5bnIEQFn/EtXBcbnQhf3A/w8mCC4TTD2TTFs70EhZPA78Qyvr/+dIzxJEcrDHGnR4KyjUf31tCljQc9d8n/JBwuxPBcCI/F51KgaiFFQBFQBBQBRUARWEFACccKIHqpCPwmEJirAa1uph0JtkcVJebQ/S1d1Wao4FHPqUhR5tzgeyhdHymAZ69H+NuTI/zbT68xSZkCsa348n4HDx+s4fsnKZ6NhjidjlCEXZzNXPztWYG9oyO8OjzC/sExsqxC6HgA1ZrKSlSjfKpSZcD+GDgcpxjPErgI0W21sNZtI2RE88bNagXA3b6Dr7/YQeYF+K/fPsPrUYbjZ2O8Sg8wTktMqhiFV2HnzgD/+OUnuLcZouOJphdqkxETKaPGx5ivWxrW6ExPFQFFQBFQBBQBReDSCCjhuDRUWlARuAUISPwNOw9LNmiIzU/tpopkg5pTNpu7+qqCUyZwKppjl5jNJnixd4B/xhB7h2O8OjaG4lFMI+0WPr/Twed317HW8fHSncItU5RFCsd14EU+gpYr5GQ4TkBi0Yk8DFoxHmwNMOi2UVH1y4UYnz/bm2I0yVDHG0Sn3UKv30PluigcB5XrCTuialPoOWhFobjoDeIQ0xQYZQ7G+xMpTwlLp9tDbzBAq9MSu3Cqd1EtzKKQEwxxLesIoaEr3YXsx2L37qOJu/HuclpCEVAEFAFFQBG47Qgo4bjtd1jnpwi8gYB9Y18zCrkkqzA+lOSsZLA985Uw3NyOVxl85PDcHOl0hJcvZzg7KDFLEvEK1Yk62N7o4+HuOv7+sw2stQNkeQafJKVknPBS1JTCyMHGpou1fQdT2k4EMfpxhM1eGw+31rDdD8lvRMIyniZ49uIQ01kq9h+V6yCOY8TtLiaVBz8HXLKFokRV5SirEmdjIM0LhHGAkCpcWYVpWojXqygK0Gm3xUXu6WSGY4Yor1wT90MCBTpCYsg5aNTuBh5810hALoTxjYy3JNSSk7eU0CxFQBFQBBQBReDWIaCE49bdUp2QIvAuBM7b9S7SeEa3s9xoF/XGm2/9aWTNuBYBUrS8SIzK1wcdHOzviwRg994GPn+wgQfbPWy2PJpV4JSOplAgDByEcYTxeITZOMQg3MR//Gob5cM1FIWD2HfRDjy0Qh+R79BmW9S1ziZT7L18iTwtEdAtL6j/FGBcePjhNXW9ZkinE+RJhvFkirPhEIfjAqOcxMFDJ4zQ70RwgxCT6RTT6RjDwzF+OH2NV89d/KXloht5iDwHcRAgCkP4QYzQrTCIPfy7h2vot/Ux+a5flOYrAoqAIqAIKAJvQ0BX0reho3mKwK1DwBALK+Pg9ExK/a85mCB4lXmzL9IGnrv07AT0YweBX2GzF+LzT7ex3ffhocKd7U18stmRdJ9CB8byYJxxH2gFDjox7TMKBG4phGbQjxH1YlHfCkglGB28Hg2JDscY0HC934EfV0jhww3b6LQiTCmdeD0UspEmU2RJJnE/0ixD6XiIohibgwG6/QjtToQwCDFLIoxGIU7PZhhPZ5glUxxnJYaeI4TDKSt4joswpMTFB9bbyIv+rfsF6IQUAUVAEVAEFIFfGgElHL804tqfInBNEDDb+5ph1GPilaTUjISRKRLxFFXBdQr0Yhd5vyUubu+sR/jmd1tAtQW/qhCSXDC2BiD2FmwocoFu5KLf8pAkLnw/wFonhlcBbgn4JCX0EFUWcMQ1L6UYxp6Cql1r/S6++eozHJxOkJQeOmsbmCYZTo5P8PzZE6TJTNS08iwTVat+r49utys2HhsbG9ja8tDvuyKtcZwOsnQDL/ZLvDo4w97hISazKcoiF/Wp8ekQk1mCwA/RXu/CRyxYLCN0TW6eDkMRUAQUAUVAEbhBCCjhuEE3S4eqCPwaCHgO0G9H+Pp3D/Dowa5E/KbpeKsbo1WrXNEWPc9LCdRH8QjVqWjETTWpL+8PsL3exmiWI/Yp6QgRl46QAMYnrwrKQlh+sbUn2SAp6YY+7m20sbMegfYbfuAhLx2MN/u427kDL3DR6bQAp0TgeYh9H67vww8ChCElHY542uKDjm1WdIS14eJup4PpXR9lUYhBPN0A52ku15RydKMA/VaAfhxIPSsH+jXw1z4VAUVAEVAEFIGbjoASjpt+B3X8isDPRWCxz2+0VIs4KImgTUfoYWdjIKSAxTNKMUgSKkopuJOvUNKtFQtTLiBOprjZd7Ddi8XeIy2AFgN4Vw54HlSUmjS6FHnCYmvPplqeC68bSlwOx63EmJwGHlk7Rj/YgBd4RmXK90xQwaoSuxMhMEJiTHtsS+KIuw7aLWCjxQgegRAd5smw66HInBzDnUySba05Vj1XBBQBRUARUAQUgcsioITjskhpOUXgN4UAN9k16QDdwxpmYPkB1afmJehRSohHCadyjT9dSivM/6JixQ09Va34wGEbjO9hm3d8D7SfsNcWZiECVNGqn1JlDonPwaCANGBvbfWQ5inycoa4asED5SVsv6yPJBmOfNmmHTvP7dgpW2E6yy27vm2WtiPSoyKgCCgCioAioAi8DwJKON4HNa2jCNxgBC61lSZhMLv3pY06N/Nzn7XcxLMMN/AkBl6tRyUJhkDYTTypACUUElyP7melVTISM5qmOpWpUzcs2eacbQQ1iaGUhNIR3/MYFFxsSoxiFomFaV2GIfRjQTasRIUtkiSZshUVu2Qodj5zRsKTJcCWLmTuV/qnntal61zQ3XnJV2360mPQgoqAIqAIKAKKwM9EQAnHzwRQqysCNwmB8zaq54+/QQZk921LcVtL0rG8DxfC4BkJgy25OFZG9jDfzdfiBiEbjRE1T9/YPRtCYDf/FSUiNDYnyZHWa2pTk5lGU6L6xVLNNDZf1WTHjLPRIQs2LhfzYEazlUXOL3n2thGcO+xfcnDalyKgCCgCioAicA4CSjjOAUWTFAFF4G0IcFtLCw774RZYLCRswkc4so/mdnqx7V7IM35Ot4v2pJV5d/OTn9O41lUEFAFFQBFQBH7TCCjh+E3ffp28InAxAtzem6/ZjNt/XTGxXt78G1e2C6kBJQr8GAsJezR1rPoUBR6mTVPS1OC/i02+1JhLIkw626QKF+tTRcv2YWvKcdGwNMtLSWqkW8rUVMFiV/OyUlP/UQQUAUVgBYHm46+Z1Xi+NJP1XBFQBGoHMwqEIqAIKAIXIWDXVh6NNIG2GryyOWaLXgoRMCtuU3vKpC9at/xhSc3JNlUXs+pOkry0iIsVSc0eVsiBdZJlycWiS3O21M5q5tuu37vi2xrVPEVAEbiJCKw8q5amYPOaD8ClAvosWYJDL35TCKiE4zd1u3WyisCHQqC5cPLcmoeb9ufrbqM7m8akZu1GkXNPrSTiokpXaavZwfvWa7ah54qAIqAInI9A84nHEvrEOR8nTf2tIKCE47dyp3WeisAHQcAumpRP2AWVaY5xOMVTqkrVKk+2S6lVV60PZv21TdiC9jgv1CjWSJM+6iW8mdw8t00tHRv9WY9VS/l6oQgoAorAh0KgKemQZ887n1AfqmdtRxG4dggo4bh2t+Q3PiB9Hl+bHwBvxfm3Y+HByg6WBGNuNm7tIGrPutaew5a1x6W2V3b/No9HrtPnrdXMs+WkzaWLupfVtJpwNOmSHc8bx9W6bxS4Xgkc7g0b8vUC8DqPRm/s9bo79XNkaVDNezQ/bxS0uqRLld5y0aj6llIfJms+3g/T3FIrv+Q8ljrWi+uGgBKO63ZHdDyKwDVD4LJr0UXlLkq/yjQ/RBur/X2MNlf70GtFQBFQBBQBRUARUKNx/Q0oAorAOxB4Y2P+RsLFb9bPKbrcmy2w+hbMpl/01r6Rv9zgO67qeu9b/R2ta7YioAjcVgRWn1FXmiefOPrUuRJkWvjWIaASjlt3S3VCioAioAgoAoqAIvDrItAkGUo2ft17ob1fBwSUcFyHu6BjUAR+6wjoevxb/wXo/BWBm4PAO59XtkDTgs2mARWlJRdJTN40kbs5uOhIFYG3IKCE4y3gaJYioAgoAoqAIqAIKAJzjaiLiIJwiAoV2YR46iPBWJAMQVCYhuEaJqbRObia6nNCclVb83Na1CRF4Fog0KTf12JAOghFQBFQBBQBRUARUARuIgJ5ViDPTfSgqgTKOpAQuQbP+WX6Wz9vITVvraeZisA1RkAlHNf45ujQFAFFQBFQBBQBReAaISBCC6sTZZlBLcmoHHiei4qBUGtSYSUUUsIWoxTDVm1MzZZtJOmpInBrEFDCcWtupU5EEVAEFAFFQBFQBD4+ApZwWFEFmQSDn7rwfA9lAfnCqeBSj0TsMkyZjz827UERuJ4IKOG4nvdFR6UIKAKKgCKgCCgC1xaBYmVktfiCthwVUBRAnhdCOKLYg9NQYOe5SDjOkXKsNKqXisCtQUAJx625lWYifH7xnYt97/LG9OyLmaUH3dLFwtCNyYtn6BtNaYIioAgoAoqAIqAIGK9TdnnNihLjWYHnL/Ywnk7R7rTQ6bbR7sSIwhBx5CLw3aXltSn/aJ6/zZvVm7hfsJa/WVBTFIFfHAElHL845B++w+YjhkSD7114NOnmVYp9gMkjrqJ/jFUm0WylOcbVciZP2ruoSrO6nisCioAioAgoArcIgUqMLSiyKKk1ZT71kWtvmpc4m2X4t8cv8OzlAdq9PrZ3NrG1vY5Br4NBN0C/68N3HHguvy48QL5set7mKma2r9V0e+2Ui5eE4u2qFqssGYec18hinV+c2Ub1qAh8GASUcHwYHH/1VqxEg0dLNuxjxa34IDOPERIOIQtvHbGtyUKLx8/i7K2VNVMRUAQUAUVAEbjVCFTgalpv6GXJNCskT1MAoxI4RYS9ooVy6OF5PkV8lCPwXqPfCbHea2G9G+POege7Wx2EACIPiMk8Vhfb5pLcPCfCS2XtDmCRQQP25UJsoNnIQtdrqalbffd0cr8GAko4fg3UP3Cf9vHBo33c2McJ35Q4FR+L5lFynmzjwuG84+nDPt5R5MKmNUMRUAQUAUVAEbhpCJj11hFPVPOxc53lhWPW4BxA4riYOCGGiDHLQ1TDCs44ge9W6Awz9E5SbHSm2D8ZY/84Qtt30Y8DrHcjdFsRWmGAwIPYfszXWbuwsy+J9WFGYPNNdl3Iqeox2lw7WvtK0l4zf7WMzdOjIvDhEFDC8eGw/NVbMg/CxbsLkguRaFR8OJq3GJVDl30iCJajeTTZB4451o+rpfnYtpuJS1LaZoaeKwKKgCKgCCgCtxCB5nad6yJXTa6udo0sHaBwXRSuh8wJkLohEkSiZlXmFVqRhywrMU4zHJ9N8NOLBH6RYNAOsLPWxYPdLXxyZwN31n30WoDvmPYNJXDm9pm2X67u9mPHYK9NaZa0I7Ul7LVpleUXcg5bW4+KwIdFQAnHh8XzV22Nj47md3kw5rEk/sHrDPvoedOeY0FabBu2rL3WoyKgCCgCioAi8FtFwG7Zm/O36ySP/Bg5SAlu/F1rmCFSEAdZ5aKsXDiFCyd3UWY+smGJo+QAf315jE4UYNCNsL7Ww+ZaD1vrEbqRj8hdkBySBL5C5NFQB/7LbV1zJPbclqkHN98t2Gs9KgIfFwElHB8X31+kdUsy2Jk9t0cZgIgiasLhmKNVvcrhyBsUludn8WgCKmdBPOwDtC42P9h68wQ9UQQUAUVAEVAEbjECzfWQayDXSn5EujFXbZYcuCQbKOHVKgF5WaKkOlQJuI4hBw7zyhCzxEE1TlGVGTwHolq1uZ5iezPHnXGE9ZaPbuCgG8eichX6rhCQwLU6DJZ6mJXcQSGkhyu5XavNkc5keGbLN26WLdhI0lNF4EMgoITjQ6B4Tdqwjw8+as57ZphHEB99RqWK3qyoa8qPfYAyz36Y1ry26ecdz+vvvHKapggoAoqAIqAI3FQE7Fppx8+1z6oXc73M6nWVNMN+eMYv19wkySQIh+u4CIMAXhDACSokjoNMZCE+HK+EhxKzaY7TbIwXJ1NEPxbo+A76bR+P7t3F7tZADM/X2g7antFTsP3YV4/GrN1IWKxFh8mzJXXltvdIjx8fASUcHx/jX6AHvt0wdIIPE77LMA8a+sWrUPKNCvVAfR9lVSHJMyRlJZ40qB/KhyQdY/DTJBhKOGpQ9KAIKAKKgCKgCDRezhGMJtmw62VC0uE6cEKg4PpKSYbnwnUduGUFzwsER67SpdhUujVhccQdbuVy9SbhqOA6OSpGLZ9VSFBh5lQYzXLMsiM8ez1GK3Sx0Yux1o3RbccY9EL0Wj58F/A8iNF5AFf2Axwf+xfHMXSNTwmHw+joC8KkN1gR+JgIKOH4mOj+Qm2bdxTmcWcMxT15m8J3GOaBWD9RHA9VlSPJK+yfTNGJPbQdQzZYlp+LCcfb34S8PbduXA+KgCKgCCgCisCNRoBrLT/15l3OjXk2ZQkkBpMcGKUOpmmOkpt7p36l51bwuTqLanP9mlA2/nYF5qLtwalKVFUF3/FQUP+qKlHAQ14VmGU5RpMxXGcEz60w6LSx1utgY9DB9lqI9b6Pduih0/LlS+9XgevClZeLFbwKoKv8SuJx1ZsEHnQRN7f1Mv/an0CzrOLXROPccyUc58JysxP5u2/+9j3Pg+f4SPMCrkuxrof/709P8W9hhZbofhr9TvOvsfEQBGrph5WaLDXKAtYV4M2GS0evCCgCioAioAhcCgFDLeoXfLLxJFnwa0sNqkXlItkonAAnwwKl2GnYddWuzs0V+rxua1vLim3b3W3tdRIu0qIQI/TA9XA0qTBMRnh9MsZ3jxPEXoHNtQ52t9dx7846tgaRqGG1AuPxyq7jVQmxJbHaDe8a0Xmj1DRF4CoIKOG4ClrXtiwfSOZrHhqViGZNDA6+uXDgup6oV1UokRcVjocphk6OmLLX+nMe4bCtSt7qE0kJh4VOj4qAIqAIKAK/AQRoBWnoQC4yjkpIAVO4ujqovAqlw2+KsgxR+oGQkUJKEKB6Ia3MiiuSksqSCnOUtXtu6M2WzUosGgh05sIYG7W7XKpMZ2WJJCuAIoWPAtMcGM4qHJxMRcVq0PbRb/kYdNvi+Yrer0IP8Grb8Wsn3bBw2N+T3XuspjfgtEXfelytb9t9a6WVzNU2bLZNf582bRu3/KiE49bcYP7azS+ejz5rw0GhrSMPNuqOuigLR0S0FNfSJR9K/gRYw3ytXFVaqqhiVf/11N6tmnBZL3/NNHOuf3FvYqIpioAioAgoAjcVAbveGc9P3Po7KLkuVpQRRGIJKeumS+JRoihLuG6IyvGRF4aQ2DWatpVmXTarrzvXZbZr+JyWyIkx+OYbPkNrDAWpQBIjZKGqQO9XnktTcwcnsxzD6Sle7p3Aq0p0Iw+b/Tbu7Wzg3u4Aju+jT5Xq8D3WajNEuY3i6Mre0Dr9PVq0LZx7bHQ3z3+jj0sVmlevTxqV5HSl1YaXzmZNlmrUnGet1J6n25N5nflJrcbWuLZl7bZrfn1LTpRw3JIbaR5P/Mnbrz3LgaJESavxyoPnVfB9IEvpL4MPRitQrYFY/fHPX31Q6fMdYEn+u/7s3tGGZisCioAioAgoAtcVgaV1UMQNi5FWQDpORALh+gz8V6ByuO76qGiXIX6q+HqPDMNIOKhjMNczaLZ94VJKm0wXRVkgS+nXipIKB75oK9DCnI00G6Lheok0TTGdTTGeBDgdegjdGHEYre4AFnO55FmzpwuHfMm2Lir28fp4d8sXlZD0esKWjF40fptu2/pYONl+rutRCcd1vTOXGJf98RpqYR5ZTUlFO47w2YNdFC+OkZ2M4MCD6zjwHJaiOLiCebMifiuWyAq7Z/vWu/cS477or2X+F3hRgUtMSosoAoqAIqAIKALXDIH5qlbZ2BalUW0SdSh6faJfKQdeWacXjnirKsRlrXFbS+Nvq09gtai4cte5C54gkpPlFV5idRAT8XzF9bsUA3NKU/he0PEc+HAQuECACi3fRycM0WmFWGsHWO8F6HdjDLoxOpGPQMZl+5jP7mLUbVF7rCUAc+EMh2aEMNKGIwEKSbLsh31w9ubDq+Y5SRGvuUcxozFlKUWhty9Te3G0rdqj5DcbnLfORH7rFuZiGY7cjp559R6KN4aXrNXQ7KBESj51nlDG+oUsNUl4920BQyXNlU3l0Z5LE2K8X86HZu6v7bgebt3ibTko4bjhd9L8gM0jjH8wzR/1oNfBH//wFYrqLxgPj8RYnH9AFOdKMFLOvf4jMj/z2lVe4w9jTjgaONnHQSPJnEoj/Kf+o3mjgCYoAoqAIqAIKAI3GAFG7Jt/uOKWZqPtUGvAhR8ZK49pAcxcF6njISv5cq+EJ25pzXaU+15zxhP7wpAN89qs01aViisq3dySWcgGnL5y4cEPQxQlw/eWQiBabomu5yJ2gfVOhO31NdzZ2cDuZgd3NgLxVMVm2BtHaaJy2fXaHueTe+cJZ8+R2I8QjsLsAOigpqYMdbYoeCMXD1kVnLI0RMKBeNEqahf+Pl0IC4MytUk2GC+Mo6OnLdHJMBsfoQtSlPl1Wn2o+yR5yEV9zbRAWkB7VmaTsNlIZLWmR0ORY7mdOk5iTRmYR9ppfwmB/CaYKq9xl+iHxUYIir2wxEx+D6UxppHbKz8KW+rWHZVw3LpbaibEB0rsA9t9F//hD5/gq8/W5zFHm3xAfHHXf8z8g7aPnMUfm01ZAFWTeklYlLP5b5a3OXpUBBQBRUARUARuNgLNVc9sEPkSzryIc8DYVpPEwd4Y+G9Phnh2lBhCsXhxPp8+V8tma2YFrt1DSnlSEkowuEE3Ov+OU5r4HEwvM4R0gduOsbPWwVY3wnY3wHoHGMQ+emEANwwRR75s1LnlN18rpeGojcXnYvWfD+/SJ3YzzblQsmFJjaE2TLVbc0NQXu4f49tvn2CazLC51sX/9A9fSRBEEgqqnlEO5LCh+sOzS+8s5t41TWXWM9TFtmYxZ6tefd88iZfyrk54Nzib5teMazHHJhbscTGLRf/sR0xoycpkrrwL9Rzf/FE0Kt7sUyUcN/v+XTh6/nhDilg9oB0NUO4Mau1R88di/3jpk5sf+0dh0y9smH8UjUJ19bcV1zxFQBFQBBQBReA3gQA322dToHMGPD6YwDnk5p6bevtZ3f7aDbDN59FsbStR3zKSCK+qRB3acwp0OiFasYc48NDvBhj0Ymz2u1jvxtjohhh0HLR9ByGAtLHGW6mGMXznBteMazG25hiuds6YI/R+OZlM4ZQVtvptdNshotCDL5uGCoXYsTgYjhN89/QQo9EQn+yu4x//UCKKjIYFAyXK1rseFNGaqysJCWNGc8R2F2I8d1ECJJv+Wg1L9D5q8Ycxtjf5jI+SFQ5OTkaYTVNkaYmdnQG63bbpvq6/QGFx32yPqyNhWeYtSX3q0bqV7V0oJHIHOB7OcHI2RZ4XiKMQfQZvbAfiPdTuyRb93/wzJRw3/B7aPzt75I/d/jHwB8tzHvkHwDI2n+cM/uPzrUmDcFwGjlXCYfu7TF0towgoAoqAIqAI3HQEuG4211RudJnA9Zb225HP9+cZ3CqV6OJVyY3mu7aRZoWmFIP2HlWZyertuaXYZYQoELsFHu2s4f6dDeys97Cz5mLQNtHKxUaT63ljsxxwXPWHvdt39FYmY/Pe98g2ucE/Gab4798f4fvHz1DkGf7914/w6b117G600RWD9lICFzKwIehNy4uRIUFe63ebfQRd+Jttqd1XGJJkt/CcDGOemI+dj8xJVNrsht/UYmk6JTYjFOoB+s/hZj8tHZylFf7p2yd48Xwfk1GC/+1//Qd82WtL42zbfplgW6m7XirTgFjKWUUtW5/50juDn0iEeQaIBP787Ah/+ssLHA+n2N7cwFef7eLvH/ax0wuFLDb7ug3nSjhu8F20D47VKdgf//wPWMzFF0SE6SxD4mAMu1ZbePu1bZ+l7EPh7TU0VxFQBBQBRUARuF0IcC3ke2tZCecLoyP2CWVWwK1KeA6Q8e220yQcRlWKm1B53z237TBtST23QhgA3VYoht5bax2s9zystSusM55GO0Yv8tGOHERuJZHJZW13XNkoc32vRzZ/1WhsNtinVQD7effDvvPnNpqWJJPSw6QMkJfAsPCQwEHhVphkOXzXgeu5yB0GR6wkdkhBKQPrgQbvgEenNvPRmn2Ka+0cOJva1kXm1sBbyF5NpaiOtTDN5/ysghftX5hnXsCmjtn0TxFiVAQYpilmpSEj86abanBLeJqxsfX6js1V1ldJJdsyX7Phorzr6HSMf/7+Bb59cowXhxNkboR2F4rqPgAAGipJREFUGWCc+cgqi+rPuzfXsbYSjut4V37GmOZ/KPyRW68K9Z/cuc2Sgr/xabayyOQf1urn/JKrpfRaEVAEFAFFQBG4HQhYA2XZbXJKtSG5WSNdcUWfzRIhHlRaKssKJfX1Xc+oJFe5SDBc2mOUOVzkCJxK1KCDwKhKtUMPvbaPQa+FjX4XO1t9bPVDrHX51h7wq0qOQlpqg+tKbALMFptrMwMEcoNNUsRt7GIra1bu91rTZV/BmsaAnWf8cqNduKF8c9dB4oTIXA8FgwvmJEQOAscTbQsJgii6U0bNKKlIyuqdud3E1w17ZUM6IG9J6fnXzMtIcgwTMESDc+amhvOzuxOvJmOG8FHCQUx4LBwHuRchcSJM8gnSyhASuaW1hGP1F8th8SPHqtYeqYkQu5T0WsLUHEmal5gkOYazBD+9OsJ/+/NTHM84DsqtPOSVi4xSMNtB3c9tOijhuPF30/5R2Yms/lr5p8XPark6eZ73tvxF2dXWV68XJfVMEVAEFAFFQBG4XQhwpZTVklo+dgG0O8t6qkVeIJ2lKMUlE1DwlX/owgsCie6NgjvsFKFXwncyoJygF7hY67Sws97G3e1N7Gz2sN53EAYuQs+F53m1y1tDKMx7e3rIMms8N9/nfUhI7H+L/AX1WKS9fZcwL8f+ygIM6EUKM4fB9RAEsVGXQonKi5C7PjLHQSuko14HMwoparUzEix6dxL7jNo7FOGkOhKP3HgXGRBWgKiFMZE4M45YUQmJi+gDuJ53Xnqm7br9+Xhr751s15Avk0P8KH3iZn9WOBgnGYrCYMk5cXPchJRd29vNoyi7cYwl5HYyjTazHCttZ0gKmz+Lk3GKb58d429PXuD53iFORgk2du9jp7+On57vAdkMbkV5j+1lMYPbcqaE4wbfyeb7itVp8A9l8cfCH7AlHizZ/EE3S5pz5poSixZWa63212x9NU+vFQFFQBFQBBSB24CAXRXrl+31lGyqufR9D604hMvAf0UiG1unKuAWmbjG9d0CcVxhvRdjo9PFWnsH/cjBoEUPUzE6rRZ67QDdtiPucEX/X5R2jO2l2chyB9BY52UIXLm5XTbjMZvXxXq/UqMuRxnM8vjfeZ/qJlmvzAv89fEzfPdyhCeHLkajsahLPf7pKUYnwE/tEm23xIOdTXz28J407bsuApIv3wPPGfD85avX2N8/FM9V9KVFWw63cnB/s4+vH+4YBlLrgDPQIYlLRolCCUxmKb7//gVG46ls2F2qlfHrumi3Yqz1O7i7OwCDMc6yHIdnY7w8GuHpwRmevhiKobvr+fjXb5/i+PAIUViJutpmr4tP799FFESGrDjA3sFr/O3HJ4KyMed3kVNc4vKeR/jkzgbub23AuAU2cTYYY2OapHh1cILRrECn38fvvhyg8ns4ndFYvoDnVohCX4I4vhP/G1pACccNvXH8e7ff5Sk0Hhzz02ruo9rUatKDJm9nBV7rRxFQBBQBRUARUATOQ0D224311W7wZd9ekSRwoxvCc6mxPzOqUp6H0AcCD+hElGaEuLPRxb2tPu5v99ELgXYAiaGRZxlQFQjFHoO9mTXbrNCm48W/84HMXxXKmI1hgxl+XcQQDjsjJprvVQiHzJ31aN/Ab1ni1asD/PTkEPuTCLOCRt0VDvb3MD7Ose/naPsFWp6LLz69JzOhy1vHDwE3QF4Ak9EEz57v42+Pn2E6m6BkCEMnAPIcs093cXdrHa0wRBiYLatojlUOGOtkNEvx+vAMf/rzjxidjRGHIQK2T+NsCpbabdzZWUerFaDTbwkZOj6b4tnLQ3z37ADHowx5WiL0PTx7cYSj16/Rb5VCBvM7W7i/swXfDZBkJabZDE+evcI//8u3MhbP9wHXxzgpxQg9jiLk2WfotTvw2oGQDnoXEz06uvstMwz6HQzW+/iHb+7i6X6Ksx+O5L7R4D/wSZTs/bl9RyUcN/SeNsnG4nG0mEzzUWJMyGwN87iwMgzzNsTWYy3m28fP6i+fgtnzPsaH9Pl555XXNEVAEVAEFAFF4OYiIEF0KeaYfxbyhJKv3cU7VYowmAnRuLPWxe56F1vrXWwPYmz0QsSBj4iqUh7Q8oGIZh587Sc7MxN/Y/GScLGqz7ucnyyPwxKJeXbjhNSlKemgahE/zRbqpHMPxlbChVt7uAw9D//wzVcY3Jnh354VePb6GFmW4tPdHh7utnB3M0LbqbDWjkVNaQJgBhcpAvm+OJrif/9/vsWgF+HRo0+xvT3ALHPx+jjB0yfP8OT1GP/n//tn/PGbR/hkd0PaoKbaJANej4Fvf9zD949/Es9Yn/7uHv7w+0foMBbK6RQ/PT/GT3vH+PbJK5xlBf7uy118cm8d21sb6Pa7+OLRXfzTvz7Hi5eHmI2m+I//4+/wxcMthC4jtbtoBwHiuIXJJMXewRn+9NdvMc1y/O733+DT3XWs91viWPi7l0f44cUhXu29xvOX+2hHPr5+dA9RpwWXelsAtta6+F/+/RdiJO8GHtq86WWJsmBcFU/UspI0Q1HG5+J+GxKVcNyGu3jOHMzm3/zQhULMnybzk3NqMWn5HchyoYsohfTQeGC9q4/lVvVKEVAEFAFFQBG4CQjIKihLnH0Bx4v6Wy+RjJbdin08vLeJsBsjjgJstlvY7NIAvIW1dohOyzf6BLLpLMQ+w8SrAHzHtm3owVtxEdLTXHMb47mgYpNw2CLNFmza0rEuQPUg0WzikTEyXGBz0MWobKF7msA/HqIqcgw6Ee5t9PDpbldsGkikOBvaUtCjVeHQVJ6NesidCGvra3hwbw3r6z0khYOgNcXh8QmOD47x+NUpPnmYYX0D6IamnXGS4sfnZ/jh+TEOzlJ88/kdfP7oDnbubKDtAEl3BicMcTDL8frVKR6/PMb6Rhfbm310Ix+9doheJ8KPvUMcH/rI3UrI4P17W7VRPsA4ZYYAFohbITY311D5PnZ2dnB/o4t+26ha5X6IFA5eHxzg+OQML14G+Oz+NvJO2/4yEIUB7gSBxEUROxWSS2piCa60SSkkHkdlnf3Y7VaNu71cuidXIIqr9X6NayUcvwbqv3if9S92Tgn4073o58vBMc/WWQyWKW+m2nzb3sUlbEk9KgKKgCKgCCgCNxGBt1EAseug0TAD8rkt/A9fPMRXDjBo06uUA78CWp4hFMYug6stXeZS9WqxwnKTa0gBe+OHKc0P3SDVa61deiV70cZCj7q5Ji/ObclFSrP9i8/5xt7lLln6LcUTFtWBJMlxUJSMH5LDqwpEqNCqXcvSssREFTGG46xA1atWK8LDB/fx6cM+7m7EYiwe0OJ6PUSv28Lx8RhnwxGORhVOJxVaAes7mEwT/O2nF3h1NEQYdfD17x/h4e5Aps0NfdCJ8Uknxg/HKV6cFTg5Pcbx6QTjUYL+RiwuepOcKm5GlckLaiJV73O476c3LM4rjgPsRAOs7w7EsxWn3mG52kvV5kYfD/IM3/41wOnJCK8PTzBLM5kvy/LuMQI9bVXKvDaI9yBkjYIOappUZSFR1knijKxs+R5wzku3usaVpa56D5db/uWulHD8clh/0J7sD4w/QJ6vPo7YmS2z3DFTrRB1OefdV+xt6Sd/ThW2f37P5xTWJEVAEVAEFAFF4MYgcJkVjnHuWg6wRQ+53Pw6xiMS35hz9TUrZL2WSngGeltiql1fec5V3ZRcHAkT0+y3UWSOoG1jnlCfGEqz2mqjpdUKb7+2Q6tLsVfOlSSCw4tqg3BmSx9MZrBhtw7dV2biDrjXCvHokzY2uoEQMm7MxXUtiVrLRxS62M9LHI4THE8S3BlE0mOJEpN0Bi+K0N9YQ0XpQcO7FOfJMcXtLtq9AU6GZ0hmqdiLZINQVLMsCcpQIkEp9UlWeI84Dn5lm0+vXAWDLgYoSg8Z1ck80z69aZGURK6LXquF8dkUWVYIcbJ3gkd7HrpGckIqGYu1Sg7XrURqxGjM5n4wl197twzYzXbszWGJ993R2TZ+qaMSjl8K6Q/cz8rfuvxIL+rClG3WaJ5fVOu8dP7c7RuX8/KZxrbft/2L2tR0RUARUAQUAUXg10fg/NXNbifN+LgBFZLB3WD9kTfXdXyG5rtqqijNpRVSlm2RHJzfk0l+v3X2vFrnpdkxX3icByJZLiHSGr6hd0r4Igkx+bYPHrk5ZmBDlHQBW4h9y1ovQBx63G8LbiQcgeOAbm8ZLJDxMWizMaV0AECaFZjMcvH8lOYBZmmOJy+OMDw5hV/Q0S0tTczn8KhEkSeQCCBFhiJNJC4Hc+2OppCYHJYw1buY+b2q1Z5o1M27UhMiW9feeY/etqI2XH8kxEvIF8vWJLMejngs4++D8/AZGJIeqighck3b8nNgYcHY/BZsXTtm6dNOsFb7kirNgtfwXAnHNbwpVxmS/c1dpc7PK/vL9/jzxqu1FQFFQBFQBBSBj42A3XqafrhSvt+b54+zxn6cVjnXZsvEoPldzmVJU5qBAOcKVvMbY/PtkRlUJaK9RwFfYmZwIz+e5jg9SzGdZTidzjAcTzHerxCWKdx0CqeidQjHQT2mDhzGCEGG0MmFeDD2h5UdmD6Mmpe9g2aMdlgOPNcXyQxTmOd6C3Iynz49YwUtOIxFgkxUr0gqzm+zbrsy6lNUSRPiOW/M9n3xsZ6dFGieX1zj189RwvHr34P3HsHyH8Vlm3m/WpdtXcspAoqAIqAIKAK/ZQTef5V9/5pvw/sCgcSiynt326xIqQJtUWrFKpp51KYe7F++9Ybd1uLRvtGX8zqfG2iqNmWOj9wJUDo+SuowwRUSx2B7jKXoeD76vRhbGwP8/f0ONloe/NoWYr7RdxnbwoVXlRi0XAzaIVpeibzMjYSD7mqLEhWDMdYG22YsRpuDM8orR+wxKHl58nwf//0vj+GRHFRAyumGXYxzBz+9OEWS5Fjr+eKNit60aLch86VNSD1fOzYjxWA0Dwcuo5VXrkRkN/IZQ4ms7ca8Tn3XpE2e82Q1c3Fnr9WZEo5rdTt0MIqAIqAIKAKKgCKgCFxnBObb3fkgKVEQ9aCK9gsmpLg1f77sfpjl+OXG3HiyoiIU5RFGJkG5BPM9GnoHnkRfZyyMtW6ELz/dxv31ltiBNCULYtBeVWB0ELdMgCoX4+yiMob6Eqm9LOEUVoupMuN3qBpGw3ZgkuY4mWU4mU7x3ZN9/OuPr7DTbyOm3UgOFLGPcRlglHuoKhIkt6HUVUNUky9e2XkKIRNCwuB/rnwFMzEQrwnHign5KvKr1/Mbcg1PlHBcw5uiQ1IEFAFFQBFQBBQBReCmIMCNL6UI/Nbv8hcba07Cvul/x4Qs4TCtcNPNr/kwj4bh7V6AjbUQoQeMkykmDGlebBtJAiohCezQbsaZkpepIR20zy9ykZX48BgeUGgM7Uf4IVnK8gyBZ9xIMfl0NMMPz47wLz/8hNE0x/rmLv7D3z/Eg92B9DV2XLw6y/GnvwxxtP8SPkbGVqMevR2HtN8gHJzj8scQKvZpzMffFF6wrWZ7y/Wv95USjut9f3R0ioAioAgoAoqAIqAIXFsEZBNclXDKDL5TigRhMplhlnbEoxM5CKODS4RwzsJhNHYPruvOpQhWtYoeoPLaMJuumxyqQ1HaUGQoafRdBmKQToPyfitAksyQTsYoiqKWjjjigYrdUNspFVUmB6Hji6zAod2ERHB3RD0rcCqErgPf85AmDmZTB+3IkzKUgZAUjMdTHB6eYDrO0G738PmjBxKTo9uNpU9upCdJidhJEBRT+FWKsKwQ0GCcHsoamk/EioSCFixUuSrKCkWWocxzVHkBGV+tmGZkHOa2s06TaFx0fm1/JEvU8TqPUsemCCgCioAioAgoAoqAInAtEeDGOvKBgKKCMsdkMsEsyZBxU21e2cuOmWpE/FiyIVlCAow3KJIEfvmGn8TAbNjL2ti7kN06mwg9F5v9Fto+kE4nODkbYTihc1vj4Yv/so1RVuBonGH/ZIrxlKTEReWQUNBuopLo7pHnwvd9jCcVRuMCjuOJWhQJAbXDGDmd8yH76LRa2NpYRxwGc8PzPMmQTiYopsdwkyGCIkFUloZw1PYrJq5HzTbmLoTNPCuJXcK5ceaGkBAX+VQVqpJG9vMUMf0gzPZLPJoExFa9bseFrOq6jUzHowgoAoqAIqAIKAKKgCJw7RFoRSF2tzcQBR6yJMEkSZDwrT2AiNpJddwKTqQsK2RZhiRJkKWM0W2kAJQEME6H3T0z8jpd3HpFgk7oSoRwaQtAy/fx4M4GNnoRkukY//lf/oY///BcJAczAPxSirB/NMG//vUV/o//+0/47ulrMByhBNEAJSEVOpGPTuSBAQ3PxmMcnA0xLUupn9TEwA98tBlxsCwwPDvD3qt9FLPERCQHsPfqCN9//xRnB69QJkNEKOZ5BKAogDwHstxINRaqVC5c10MUhYhC2qTYSOxzCASrJC9QCmsz6UIuhKktCMy1/4HUMVJuwjh1jIqAIqAIKAKKgCKgCCgC1wwBboAZoG9rLcTmWhtnZyFGoxF+evIS6egEcZFgd2cTdx/eFwLCt/WiAiWSDUekCNxPi90GvU85fHtfocpTONkMQZkgLBP4RYYqpTTCkI/PdgYInE+w0Qvx8uUBvvv+ObJZBlSlSFBoUH44zJGkhUglet0uXIeMxhe7DQbhe7CzgfGsxIvhKxycnSB7nGF01kKLKlvtCI/ub2Ot38bDT7ZxNs1xMk7x/PkLBNkZfmp7SLMMZ7MC6XiGTuAi9R34TgGqalE6Q2wo1RlNJtg7PMFoNMGUUcgdD6/PEhweMVDgDJNJgZevCnjZHp7GLmKnxP27u1gbDET6woYWnr4W0g75KVixkTCRa/bjaAxHbTgaYOipIqAIKAKKgCKgCCgCisDVEAgDB2sBcHenh9F4iuPjI7x8uYeDFymc6Rn+8M2X2H1wXxqll6ko9NHvttBpt4RhMEAeXeGWJBwSjZy+qVLEXoG12EHby+EXKaokgOc66IUeWptt3Nn6FJ/e38T/9Z/+Ca/2TnCwd4yyyOH5HqK4hcBv4c7uJv74777CdjcSEkD3s25VIPYqfHp3B5PCxV9fn+JkOsPpqzFevSzRCRx8sjXA/a0B1gddxHGEYVKgePoarw+O8eezIyFEyWyM3d1dbK6tob+5jrFP43kanTvG9qT2TpXMpnj67CWevniNo7MpSkYtd+nRyoPnFMizFAevT3G2P0NY5YidAtU/ujKHQRQKgVq+I03Scc2ZRj1wp2oqhi3PRq8UgRUErAxvJVkvFQFFQBFQBBQBReB6IiB7U25KL9iYXpB8mcmwaUomqL5EFaST0QyjSYI8y8QAmipRUZmj1+6gs7aG3KVnqQTHJ2NURYFWFGBno4+QxuHskDYTDpBUJU7GCdJpAswS9DsddFoR4sCDz7f9dB3rsqyDJMtxeHQqNiMkLhmlIxK920PkumhHIdYGHcS+K6pO7IPxQioauMPD8SzDk9MxRmWFvKzQqirEnoOO72Gj10Yr8EH3uvvjGYbTFEmaIaA1SEXvV5wDxxXAryqkaSZG81vrfbTiUNSk6GlrPMnw+nSKJE+QV+zXBDQ0Nid1jPbayxfbbjkVBoM+2u0WQp+yAeN1y9zFRcwQc49q64ifcR+X7vWHamepUUpolHCsQKKXFyIgRktNVn1hSc1QBBQBRUARUAQUgWuDgNmqfpDh2A0p9721GUHhGAkFzZ5JQGxv3ApHLFMH6ytdgAH0+BHVqdp+g+X4ZZZ4cKrtJ0hCQiEIizbpyUk6dunRyniSYnsyllpSYncq3KpbVR62L6RGehcFLuk1cVxMKkOYWC9kHXqXKis4NP526MXKFbsOY9a97HnKtsu2OU/SCYpqRFLDTLjICgdJYaKUM4Yh+1mMYDF22xYDBtrP/HSOg8zUZtfINS5/7um8w5/b0HJ9JRzLeOjV2xCwf8FvK6N5ioAioAgoAoqAInB7EbAb0saeoLmBthNnMX65iebxvDIsa8vI3rzeiDealnzblm3bHrlpb5a16ecd7ThMHmvxa+KjU53LtmP7suOy17YvW47t2Dzb30V9UKJh69mjbc/WtW2RiK1+ltq1DdhC55S3WW8cV+u+UaCe1HnpPzPNEr+f2YxWVwQUAUVAEVAEFAFFQBH4rSLAfe9CgnA+CheVae6Zm+dsZfW62fLb8prlzj83tfnveZth23bzaM/Pb++81EWNxZkpJxKRRpXV/Mtwg0b1a3+qEo5rf4uu0QBv26//GkGrQ1EEFAFFQBFQBBQBRYAMi9ut5paLZGSVkLwXUs1GL2rgg3T0ZuPnkbo3S2mKIqAIKAKKgCKgCCgCioAioAh8dAQ+GMH46CO9fAdWZe7yNbSkIqAIKAKKgCKgCCgCioAioAgoApdEQAnHJYHSYoqAIqAIKAKKgCKgCCgCioAicHUElHBcHTOtoQgoAoqAIqAIKAKKgCKgCCgCl0RACcclgdJiioAioAgoAoqAIqAIKAKKgCJwdQSUcFwdM62hCCgCioAioAgoAoqAIqAIKAKXREAJxyWB0mKKgCKgCCgCioAioAgoAoqAInB1BJRwXB0zraEIKAKKgCKgCCgCioAioAgoApdEQAnHJYHSYoqAIqAIKAKKgCKgCCgCioAicHUElHBcHTOtoQgoAoqAIqAIKAKKgCKgCCgCl0RACcclgdJiioAioAgoAoqAIqAIKAKKgCJwdQSUcFwdM62hCCgCioAioAgoAoqAIqAIKAKXREAJxyWB0mKKgCKgCCgCioAioAgoAoqAInB1BJRwXB0zraEIKAKKgCKgCCgCioAioAgoApdEQAnHJYHSYoqAIqAIKAKKgCKgCCgCioAicHUElHBcHTOtoQgoAoqAIqAIKAKKgCKgCCgCl0RACcclgdJiioAioAgoAoqAIqAIKAKKgCJwdQSUcFwdM62hCCgCioAioAgoAoqAIqAIKAKXROD/Bz4x/nrk/OaWAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 未归一化：\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 而数据归一化之后，损失函数的表达式可以表示为：\n",
    "![image.png](attachment:image.png)\n",
    "- 其中变量的前面系数几乎一样，则图像的等高线为类似圆形形状，最优解的寻优过程像下图所示："
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 归一化之后：\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 从上可以看出，数据归一化后，最优解的寻优过程明显会变得平缓，更容易正确的收敛到最优解。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据标准化（归一化）\n",
    "- 数据标准化（归一化）处理是数据挖掘的一项基础工作，不同评价指标往往具有不同的量纲和量纲单位，这样的情况会影响到数据分析的结果，为了消除指标之间的量纲影响，需要进行数据标准化处理，以解决数据指标之间的可比性。原始数据经过数据标准化处理后，各指标处于同一数量级，适合进行综合对比评价。\n",
    "\n",
    "- 两种常用的归一化方法：Min-Max Scaling和Z-score standardization"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 最大最小标准化（Min-Max Normalization）\n",
    "\n",
    "- 本归一化方法又称为离差标准化，使结果值映射到[0 ，1]之间，转换函数如下：\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "- 该方法比较适用在数值比较集中的情况。\n",
    "- 缺陷：如果max和min不稳定，很容易使得归一化结果不稳定，使得后续使用效果也不稳定。实际使用中可以用经验常量来替代max和min。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 0均值标准化（Z-score standardization）\n",
    "- 数据处理后符合标准正态分布，即均值为0，标准差为1，其转化函数为：\n",
    "![image.png](attachment:image.png)\n",
    "其中μ为所有样本数据的均值，σ为所有样本数据的标准差。\n",
    "\n",
    "- 该方法要求原始数据的分布可以近似为高斯分布，否则归一化的效果会变得很糟糕；在分类、聚类算法中，需要使用距离来度量相似性的时候、或者使用PCA技术进行降维的时候，Z-score standardization表现更好。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 下面我们对breast_cancer数据进行归一化（预处理）\n",
    "## 首先将breast_cancer分为train和test，然后提取train的信息\n",
    "## 接着，用train的信息预处理train，和test，防止信息泄露（用train的min和max，对test进行归一化）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(426, 30)\n",
      "(143, 30)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.model_selection import train_test_split\n",
    "cancer = load_breast_cancer()\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(cancer.data, cancer.target,\n",
    "                                                    random_state=1)\n",
    "print(X_train.shape)\n",
    "print(X_test.shape)\n",
    "# import numpy as np\n",
    "# import pandas as pd\n",
    "# pd.DataFrame(cancer.data).info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "scaler = MinMaxScaler()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MinMaxScaler()"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler.fit(X_train,y_train) #让scaler记住train的min和max"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.389938  , 0.70713561, 0.4119273 , ..., 0.80962199, 0.59957224,\n",
       "        0.91755006],\n",
       "       [0.37763264, 0.31755157, 0.36790823, ..., 0.51168385, 0.33174905,\n",
       "        0.31598672],\n",
       "       [0.36438071, 0.35238417, 0.35208348, ..., 0.55292096, 0.3476711 ,\n",
       "        0.28857479],\n",
       "       ...,\n",
       "       [0.48364807, 0.50084545, 0.48655933, ..., 0.65257732, 0.4151616 ,\n",
       "        0.84259557],\n",
       "       [0.3336173 , 0.3902604 , 0.31787713, ..., 0.27364261, 0.15684411,\n",
       "        0.22443516],\n",
       "       [0.28628899, 0.29455529, 0.26826066, ..., 0.17226804, 0.10004753,\n",
       "        0.06938644]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# transform data\n",
    "X_train_scaled = scaler.transform(X_train)\n",
    "X_train_scaled"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#X_train_scaled.max(0)\n",
    "X_train_scaled.min(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "per-feature minimum after scaling:\n",
      "[ 0.0336031   0.0226581   0.03144219  0.01141039  0.14128374  0.04406704\n",
      "  0.          0.          0.1540404  -0.00615249 -0.00137796  0.00594501\n",
      "  0.00430665  0.00079567  0.03919502  0.0112206   0.          0.\n",
      " -0.03191387  0.00664013  0.02660975  0.05810235  0.02031974  0.00943767\n",
      "  0.1094235   0.02637792  0.          0.         -0.00023764 -0.00182032]\n",
      "per-feature maximum after scaling:\n",
      "[0.9578778  0.81501522 0.95577362 0.89353128 0.81132075 1.21958701\n",
      " 0.87956888 0.9333996  0.93232323 1.0371347  0.42669616 0.49765736\n",
      " 0.44117231 0.28371044 0.48703131 0.73863671 0.76717172 0.62928585\n",
      " 1.33685792 0.39057253 0.89612238 0.79317697 0.84859804 0.74488793\n",
      " 0.9154725  1.13188961 1.07008547 0.92371134 1.20532319 1.63068851]\n"
     ]
    }
   ],
   "source": [
    "# transform test data\n",
    "X_test_scaled = scaler.transform(X_test)\n",
    "# print test data properties after scaling\n",
    "print(\"per-feature minimum after scaling:\\n{}\".format(X_test_scaled.min(axis=0)))\n",
    "print(\"per-feature maximum after scaling:\\n{}\".format(X_test_scaled.max(axis=0)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 一种简便写法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "scaler = StandardScaler()\n",
    "# calling fit and transform in sequence (using method chaining)\n",
    "X_scaled = scaler.fit(X_train).transform(X_train)\n",
    "# same result, but more efficient computation\n",
    "X_scaled_d = scaler.fit_transform(X_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 再次强调：\n",
    "#### 采用“预处理过后的特征X”训练后会使得模型预测更准确\n",
    "#### 主要原因在于：预处理消除了特征X之间的差异性（让各列特征差不多大小）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 不需要“预处理的模型”只有两个：树模型（boosting，随机森林，树模型），线性回归\n",
    "- 必须“预处理的模型”：神经网络，SVM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 下面以SVC模型为例，说明预处理的必要性，使用的是cancer数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9370629370629371"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.svm import SVC\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(cancer.data, cancer.target,\n",
    "                                                    random_state=0)\n",
    "svm = SVC().fit(X_train,y_train)\n",
    "svm.score(X_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set accuracy: 0.94\n"
     ]
    }
   ],
   "source": [
    "from sklearn.svm import SVC\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(cancer.data, cancer.target,\n",
    "                                                    random_state=0)\n",
    "\n",
    "svm = SVC(C=100,)\n",
    "svm.fit(X_train, y_train)\n",
    "print(\"Test set accuracy: {:.2f}\".format(svm.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scaled test set accuracy: 0.97\n"
     ]
    }
   ],
   "source": [
    "# preprocessing using 0-1 scaling\n",
    "scaler = MinMaxScaler()\n",
    "scaler.fit(X_train)\n",
    "X_train_scaled = scaler.transform(X_train)\n",
    "X_test_scaled = scaler.transform(X_test)\n",
    "\n",
    "# learning an SVM on the scaled training data\n",
    "svm.fit(X_train_scaled, y_train)\n",
    "\n",
    "# scoring on the scaled test set\n",
    "print(\"Scaled test set accuracy: {:.2f}\".format(\n",
    "    svm.score(X_test_scaled, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVM test accuracy: 0.96\n"
     ]
    }
   ],
   "source": [
    "# preprocessing using zero mean and unit variance scaling\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "scaler = StandardScaler()\n",
    "scaler.fit(X_train)\n",
    "X_train_scaled = scaler.transform(X_train)\n",
    "X_test_scaled = scaler.transform(X_test)\n",
    "\n",
    "# learning an SVM on the scaled training data\n",
    "svm.fit(X_train_scaled, y_train)\n",
    "\n",
    "# scoring on the scaled test set\n",
    "print(\"SVM test accuracy: {:.2f}\".format(svm.score(X_test_scaled, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
